Milica Gasic - RankMe

167 papers A* 6A 11B 17C 5Misc 9Journal 76Unranked 43

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Exploration Through Introspection: A Self-Aware Reward Model. CoRR Michael Petrowski, Milica Gasic
2025	J	`jnl`	A Confidence-based Acquisition Model for Self-supervised Active Learning and Label Correction. Trans. Assoc. Comput. Linguistics Carel van Niekerk, Christian Geishauser, Michael Heck, Shutong Feng, Hsien-Chin Lin, Nurul Lubis, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2025	J	`jnl`	Emotionally Intelligent Task-oriented Dialogue Systems: Architecture, Representation, and Optimisation. CoRR Shutong Feng, Hsien-Chin Lin, Nurul Lubis, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2025	A*	`conf`	Learning from Noisy Labels via Self-Taught On-the-Fly Meta Loss Rescaling. AAAI Michael Heck, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Shutong Feng, Hsien-Chin Lin, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2025	J	`jnl`	Less is More: Local Intrinsic Dimensions of Contextual Language Models. CoRR Benjamin Matthias Ruppik, Julius von Rohrscheidt, Carel van Niekerk, Michael Heck, Renato Vukovic, Shutong Feng, Hsien-Chin Lin, Nurul Lubis, Bastian Rieck, Marcus Zibrowius, Milica Gasic
2025	J	`jnl`	Post-Training Large Language Models via Reinforcement Learning from Self-Feedback. CoRR Carel van Niekerk, Renato Vukovic, Benjamin Matthias Ruppik, Hsien-Chin Lin, Milica Gasic
2025	J	`jnl`	Prompt reinforcing for long-term planning of large language models. CoRR Hsien-Chin Lin, Benjamin Matthias Ruppik, Carel van Niekerk, Chia-Hao Shen, Michael Heck, Nurul Lubis, Renato Vukovic, Shutong Feng, Milica Gasic
2025	J	`jnl`	Text-to-SQL Task-oriented Dialogue Ontology Construction. CoRR Renato Vukovic, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Hsien-Chin Lin, Shutong Feng, Nurul Lubis, Milica Gasic
2024	B	`conf`	Affect Recognition in Conversations Using Large Language Models. SIGDIAL Shutong Feng, Guangzhi Sun, Nurul Lubis, Wen Wu, Chao Zhang, Milica Gasic
2024	B	`conf`	Dialogue Ontology Relation Extraction via Constrained Chain-of-Thought Decoding. SIGDIAL Renato Vukovic, David Arps, Carel van Niekerk, Benjamin Matthias Ruppik, Hsien-Chin Lin, Michael Heck, Milica Gasic
2024	J	`jnl`	Dialogue Ontology Relation Extraction via Constrained Chain-of-Thought Decoding. CoRR Renato Vukovic, David Arps, Carel van Niekerk, Benjamin Matthias Ruppik, Hsien-Chin Lin, Michael Heck, Milica Gasic
2024	B	`conf`	Infusing Emotions into Task-oriented Dialogue Systems: Understanding, Management, and Generation. SIGDIAL Shutong Feng, Hsien-Chin Lin, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2024	J	`jnl`	Infusing Emotions into Task-oriented Dialogue Systems: Understanding, Management, and Generation. CoRR Shutong Feng, Hsien-Chin Lin, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2024	J	`jnl`	Learning With an Open Horizon in Ever-Changing Dialogue Circumstances. IEEE ACM Trans. Audio Speech Lang. Process. Christian Geishauser, Carel van Niekerk, Nurul Lubis, Hsien-Chin Lin, Michael Heck, Shutong Feng, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2024	J	`jnl`	Learning from Noisy Labels via Self-Taught On-the-Fly Meta Loss Rescaling. CoRR Michael Heck, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Shutong Feng, Hsien-Chin Lin, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2024	J	`jnl`	Local Topology Measures of Contextual Language Model Latent Spaces With Applications to Dialogue Term Extraction. CoRR Benjamin Matthias Ruppik, Michael Heck, Carel van Niekerk, Renato Vukovic, Hsien-Chin Lin, Shutong Feng, Marcus Zibrowius, Milica Gasic
2024	B	`conf`	Local Topology Measures of Contextual Language Model Latent Spaces with Applications to Dialogue Term Extraction. SIGDIAL Benjamin Matthias Ruppik, Michael Heck, Carel van Niekerk, Renato Vukovic, Hsien-Chin Lin, Shutong Feng, Marcus Zibrowius, Milica Gasic
2024	—	`conf`	Speech-based Slot Filling using Large Language Models. ACL (Findings) Guangzhi Sun, Shutong Feng, Dongcheng Jiang, Chao Zhang, Milica Gasic, Philip C. Woodland
2023	J	`jnl`	Affect Recognition in Conversations Using Large Language Models. CoRR Shutong Feng, Guangzhi Sun, Nurul Lubis, Chao Zhang, Milica Gasic
2023	J	`jnl`	CAMELL: Confidence-based Acquisition Model for Efficient Self-supervised Active Learning with Label Validation. CoRR Carel van Niekerk, Christian Geishauser, Michael Heck, Shutong Feng, Hsien-Chin Lin, Nurul Lubis, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2023	—	`conf`	ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity? ACL (2) Michael Heck, Nurul Lubis, Benjamin Matthias Ruppik, Renato Vukovic, Shutong Feng, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Milica Gasic
2023	J	`jnl`	ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity? CoRR Michael Heck, Nurul Lubis, Benjamin Matthias Ruppik, Renato Vukovic, Shutong Feng, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Milica Gasic
2023	—	`conf`	ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format. EMNLP (Demos) Qi Zhu, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Baolin Peng, Zheng Zhang, Shutong Feng, Michael Heck, Nurul Lubis, Dazhen Wan, Xiaochen Zhu, Jianfeng Gao, Milica Gasic, Minlie Huang
2023	A*	`conf`	EmoUS: Simulating User Emotions in Task-Oriented Dialogues. SIGIR Hsien-Chin Lin, Shutong Feng, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2023	J	`jnl`	EmoUS: Simulating User Emotions in Task-Oriented Dialogues. CoRR Hsien-Chin Lin, Shutong Feng, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic
2023	B	`conf`	From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue. SIGDIAL Shutong Feng, Nurul Lubis, Benjamin Matthias Ruppik, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Carel van Niekerk, Renato Vukovic, Milica Gasic
2023	J	`jnl`	From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue. CoRR Shutong Feng, Nurul Lubis, Benjamin Matthias Ruppik, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Carel van Niekerk, Renato Vukovic, Milica Gasic
2023	J	`jnl`	Speech-based Slot Filling using Large Language Models. CoRR Guangzhi Sun, Shutong Feng, Dongcheng Jiang, Chao Zhang, Milica Gasic, Philip C. Woodland
2022	J	`jnl`	ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format. CoRR Qi Zhu, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Baolin Peng, Zheng Zhang, Michael Heck, Nurul Lubis, Dazhen Wan, Xiaochen Zhu, Jianfeng Gao, Milica Gasic, Minlie Huang
2022	B	`conf`	Dialogue Evaluation with Offline Reinforcement Learning. SIGDIAL Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Michael Heck, Shutong Feng, Milica Gasic
2022	J	`jnl`	Dialogue Evaluation with Offline Reinforcement Learning. CoRR Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Michael Heck, Shutong Feng, Milica Gasic
2022	B	`conf`	Dialogue Term Extraction using Transfer Learning and Topological Data Analysis. SIGDIAL Renato Vukovic, Michael Heck, Benjamin Matthias Ruppik, Carel van Niekerk, Marcus Zibrowius, Milica Gasic
2022	J	`jnl`	Dialogue Term Extraction using Transfer Learning and Topological Data Analysis. CoRR Renato Vukovic, Michael Heck, Benjamin Matthias Ruppik, Carel van Niekerk, Marcus Zibrowius, Milica Gasic
2022	J	`jnl`	Dynamic Dialogue Policy Transformer for Continual Reinforcement Learning. CoRR Christian Geishauser, Carel van Niekerk, Nurul Lubis, Michael Heck, Hsien-Chin Lin, Shutong Feng, Milica Gasic
2022	B	`conf`	Dynamic Dialogue Policy for Continual Reinforcement Learning. COLING Christian Geishauser, Carel van Niekerk, Hsien-Chin Lin, Nurul Lubis, Michael Heck, Shutong Feng, Milica Gasic
2022	B	`conf`	EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion Recognition in Task-Oriented Dialogue Systems. LREC Shutong Feng, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Michael Heck, Carel van Niekerk, Milica Gasic
2022	B	`conf`	GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers. SIGDIAL Hsien-Chin Lin, Christian Geishauser, Shutong Feng, Nurul Lubis, Carel van Niekerk, Michael Heck, Milica Gasic
2022	J	`jnl`	GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers. CoRR Hsien-Chin Lin, Christian Geishauser, Shutong Feng, Nurul Lubis, Carel van Niekerk, Michael Heck, Milica Gasic
2022	J	`jnl`	Report from the NSF Future Directions Workshop on Automatic Evaluation of Dialog: Research Directions and Challenges. CoRR Shikib Mehri, Jinho Choi, Luis Fernando D'Haro, Jan Deriu, Maxine Eskénazi, Milica Gasic, Kallirroi Georgila, Dilek Hakkani-Tur, Zekang Li, Verena Rieser, Samira Shaikh, David R. Traum, Yi-Ting Yeh, Zhou Yu, Yizhe Zhang, Chen Zhang
2022	J	`jnl`	Robust Dialogue State Tracking with Weak Supervision and Sparse Data. CoRR Michael Heck, Nurul Lubis, Carel van Niekerk, Shutong Feng, Christian Geishauser, Hsien-Chin Lin, Milica Gasic
2022	J	`jnl`	Robust Dialogue State Tracking with Weak Supervision and Sparse Data. Trans. Assoc. Comput. Linguistics Michael Heck, Nurul Lubis, Carel van Niekerk, Shutong Feng, Christian Geishauser, Hsien-Chin Lin, Milica Gasic
2021	B	`conf`	Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems. SIGDIAL Hsien-Chin Lin, Nurul Lubis, Songbo Hu, Carel van Niekerk, Christian Geishauser, Michael Heck, Shutong Feng, Milica Gasic
2021	J	`jnl`	Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems. CoRR Hsien-Chin Lin, Nurul Lubis, Songbo Hu, Carel van Niekerk, Christian Geishauser, Michael Heck, Shutong Feng, Milica Gasic
2021	J	`jnl`	EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion in Task-Oriented Dialogue Systems. CoRR Shutong Feng, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Michael Heck, Carel van Niekerk, Milica Gasic
2021	—	`conf`	Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance. EMNLP (1) Carel van Niekerk, Andrey Malinin, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Nurul Lubis, Shutong Feng, Milica Gasic
2021	J	`jnl`	Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance. CoRR Carel van Niekerk, Andrey Malinin, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Nurul Lubis, Shutong Feng, Milica Gasic
2021	J	`jnl`	What Does The User Want? Information Gain for Hierarchical Dialogue Policy Optimisation. CoRR Christian Geishauser, Songbo Hu, Hsien-Chin Lin, Nurul Lubis, Michael Heck, Shutong Feng, Carel van Niekerk, Milica Gasic
2021	C	`conf`	What does the User Want? Information Gain for Hierarchical Dialogue Policy Optimisation. ASRU Christian Geishauser, Songbo Hu, Hsien-Chin Lin, Nurul Lubis, Michael Heck, Shutong Feng, Carel van Niekerk, Milica Gasic
2020	—	`conf`	Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems. EMNLP (Findings) Yen-Chen Wu, Bo-Hsiang Tseng, Milica Gasic
2020	J	`jnl`	Adaptable Conversational Machines. AI Mag. Nurul Lubis, Michael Heck, Carel van Niekerk, Milica Gasic
2020	—	`conf`	Knowing What You Know: Calibrating Dialogue Belief State Distributions via Ensembles. EMNLP (Findings) Carel van Niekerk, Michael Heck, Christian Geishauser, Hsien-Chin Lin, Nurul Lubis, Marco Moresi, Milica Gasic
2020	J	`jnl`	Knowing What You Know: Calibrating Dialogue Belief State Distributions via Ensembles. CoRR Carel van Niekerk, Michael Heck, Christian Geishauser, Hsien-Chin Lin, Nurul Lubis, Marco Moresi, Milica Gasic
2020	B	`conf`	LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization. COLING Nurul Lubis, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Marco Moresi, Carel van Niekerk, Milica Gasic
2020	J	`jnl`	LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization. CoRR Nurul Lubis, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Marco Moresi, Carel van Niekerk, Milica Gasic
2020	B	`conf`	Out-of-Task Training for Dialog State Tracking Models. COLING Michael Heck, Christian Geishauser, Hsien-Chin Lin, Nurul Lubis, Marco Moresi, Carel van Niekerk, Milica Gasic
2020	J	`jnl`	Out-of-Task Training for Dialog State Tracking Models. CoRR Michael Heck, Carel van Niekerk, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Marco Moresi, Milica Gasic
2020	—	`conf`	Topology of Word Embeddings: Singularities Reflect Polysemy. *SEM@COLING Alexander Jakubowski, Milica Gasic, Marcus Zibrowius
2020	J	`jnl`	Topology of Word Embeddings: Singularities Reflect Polysemy. CoRR Alexander Jakubowski, Milica Gasic, Marcus Zibrowius
2020	B	`conf`	TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking. SIGdial Michael Heck, Carel van Niekerk, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Marco Moresi, Milica Gasic
2020	J	`jnl`	TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking. CoRR Michael Heck, Carel van Niekerk, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Marco Moresi, Milica Gasic
2019	J	`jnl`	Addressing Objects and Their Relations: The Conversational Entity Dialogue Model. CoRR Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Yen-Chen Wu, Steve J. Young, Milica Gasic
2019	J	`jnl`	AgentGraph: Toward Universal Dialogue Management With Structured Deep Reinforcement Learning. IEEE ACM Trans. Audio Speech Lang. Process. Lu Chen, Zhi Chen, Bowen Tan, Sishan Long, Milica Gasic, Kai Yu
2019	J	`jnl`	AgentGraph: Towards Universal Dialogue Management with Structured Deep Reinforcement Learning. CoRR Lu Chen, Zhi Chen, Bowen Tan, Sishan Long, Milica Gasic, Kai Yu
2019	Misc	`conf`	Curiosity-driven Reinforcement Learning for Dialogue Management. ICASSP Paula Wesselmann, Yen-Chen Wu, Milica Gasic
2019	B	`ed.`	Proceedings of the 20th Annual SIGdial Meeting on Discourse and Dialogue, SIGdial 2019, Stockholm, Sweden, September 11-13, 2019 SIGdial Satoshi Nakamura, Milica Gasic, Ingrid Zuckerman, Gabriel Skantze, Mikio Nakano, Alexandros Papangelis, Stefan Ultes, Koichiro Yoshino
2019	B	`conf`	Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation. SIGdial Bo-Hsiang Tseng, Pawel Budzianowski, Yen-Chen Wu, Milica Gasic
2019	J	`jnl`	Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation. CoRR Bo-Hsiang Tseng, Pawel Budzianowski, Yen-Chen Wu, Milica Gasic
2018	—	`conf`	Addressing Objects and Their Relations: The Conversational Entity Dialogue Model. SIGDIAL Conference Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Yen-Chen Wu, Steve J. Young, Milica Gasic
2018	Misc	`conf`	Benchmarking Uncertainty Estimates with Deep Reinforcement Learning for Dialogue Policy Optimisation. ICASSP Christopher Tegho, Pawel Budzianowski, Milica Gasic
2018	—	`conf`	Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy. Louhi@EMNLP Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Yinpei Dai, Clare Mansfield, Osman Ramadan, Stefan Ultes, Michael Crawford, Milica Gasic
2018	J	`jnl`	Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy. CoRR Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Yinpei Dai, Clare Mansfield, Osman Ramadan, Stefan Ultes, Michael Crawford, Milica Gasic
2018	—	`conf`	Feudal Dialogue Management with Jointly Learned Feature Extractors. SIGDIAL Conference Iñigo Casanueva, Pawel Budzianowski, Stefan Ultes, Florian Kreyssig, Bo-Hsiang Tseng, Yen-Chen Wu, Milica Gasic
2018	—	`conf`	Feudal Reinforcement Learning for Dialogue Management in Large Domains. NAACL-HLT (2) Iñigo Casanueva, Pawel Budzianowski, Pei-Hao Su, Stefan Ultes, Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Milica Gasic
2018	J	`jnl`	Feudal Reinforcement Learning for Dialogue Management in Large Domains. CoRR Iñigo Casanueva, Pawel Budzianowski, Pei-Hao Su, Stefan Ultes, Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Milica Gasic
2018	—	`conf`	Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing. ACL (2) Osman Ramadan, Pawel Budzianowski, Milica Gasic
2018	J	`jnl`	Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing. CoRR Osman Ramadan, Pawel Budzianowski, Milica Gasic
2018	A*	`conf`	MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. EMNLP Pawel Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, Milica Gasic
2018	J	`jnl`	MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. CoRR Pawel Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, Milica Gasic
2018	J	`jnl`	Nearly Zero-Shot Learning for Semantic Decoding in Spoken Dialogue Systems. CoRR Lina Maria Rojas-Barahona, Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Milica Gasic, Bo-Hsiang Tseng, Steve J. Young
2018	J	`jnl`	Neural User Simulation for Corpus-based Policy Optimisation for Spoken Dialogue Systems. CoRR Florian Kreyssig, Iñigo Casanueva, Pawel Budzianowski, Milica Gasic
2018	—	`conf`	Neural User Simulation for Corpus-based Policy Optimisation of Spoken Dialogue Systems. SIGDIAL Conference Florian Kreyssig, Iñigo Casanueva, Pawel Budzianowski, Milica Gasic
2018	Misc	`conf`	Policy Adaptation for Deep Reinforcement Learning-Based Dialogue Management. ICASSP Lu Chen, Cheng Chang, Zhi Chen, Bowen Tan, Milica Gasic, Kai Yu
2018	J	`jnl`	Reward estimation for dialogue policy optimisation. Comput. Speech Lang. Pei-Hao Su, Milica Gasic, Steve J. Young
2018	J	`jnl`	Sample Efficient Deep Reinforcement Learning for Dialogue Systems With Large Action Spaces. IEEE ACM Trans. Audio Speech Lang. Process. Gellért Weisz, Pawel Budzianowski, Pei-Hao Su, Milica Gasic
2018	J	`jnl`	Sample Efficient Deep Reinforcement Learning for Dialogue Systems with Large Action Spaces. CoRR Gellért Weisz, Pawel Budzianowski, Pei-Hao Su, Milica Gasic
2018	—	`conf`	Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems. SIGDIAL Conference Bo-Hsiang Tseng, Florian Kreyssig, Pawel Budzianowski, Iñigo Casanueva, Yen-Chen Wu, Stefan Ultes, Milica Gasic
2018	J	`jnl`	Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems. CoRR Bo-Hsiang Tseng, Florian Kreyssig, Pawel Budzianowski, Iñigo Casanueva, Yen-Chen Wu, Stefan Ultes, Milica Gasic
2017	J	`jnl`	A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management. CoRR Iñigo Casanueva, Pawel Budzianowski, Pei-Hao Su, Nikola Mrksic, Tsung-Hsien Wen, Stefan Ultes, Lina Maria Rojas-Barahona, Steve J. Young, Milica Gasic
2017	—	`conf`	A Network-based End-to-End Trainable Task-oriented Dialogue System. EACL (1) Tsung-Hsien Wen, David Vandyke, Nikola Mrksic, Milica Gasic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, Steve J. Young
2017	—	`conf`	DialPort, Gone Live: An Update After A Year of Development. SIGDIAL Conference Kyusong Lee, Tiancheng Zhao, Yulun Du, Edward Cai, Allen Lu, Eli Pincus, David R. Traum, Stefan Ultes, Lina Maria Rojas-Barahona, Milica Gasic, Steve J. Young, Maxine Eskénazi
2017	J	`jnl`	Dialogue manager domain adaptation using Gaussian process reinforcement learning. Comput. Speech Lang. Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2017	A	`conf`	Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning. INTERSPEECH Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Tsung-Hsien Wen, Milica Gasic, Steve J. Young
2017	—	`conf`	PyDial: A Multi-domain Statistical Dialogue System Toolkit. ACL (System Demonstrations) Stefan Ultes, Lina Maria Rojas-Barahona, Pei-Hao Su, David Vandyke, Dongho Kim, Iñigo Casanueva, Pawel Budzianowski, Nikola Mrksic, Tsung-Hsien Wen, Milica Gasic, Steve J. Young
2017	—	`conf`	Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning. SIGDIAL Conference Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Tsung-Hsien Wen, Milica Gasic, Steve J. Young
2017	J	`jnl`	Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning. CoRR Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Tsung-Hsien Wen, Milica Gasic, Steve J. Young
2017	—	`conf`	Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management. SIGDIAL Conference Pei-Hao Su, Pawel Budzianowski, Stefan Ultes, Milica Gasic, Steve J. Young
2017	J	`jnl`	Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management. CoRR Pei-Hao Su, Pawel Budzianowski, Stefan Ultes, Milica Gasic, Steve J. Young
2017	J	`jnl`	Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints. CoRR Nikola Mrksic, Ivan Vulic, Diarmuid Ó Séaghdha, Ira Leviant, Roi Reichart, Milica Gasic, Anna Korhonen, Steve J. Young
2017	J	`jnl`	Semantic Specialization of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints. Trans. Assoc. Comput. Linguistics Nikola Mrksic, Ivan Vulic, Diarmuid Ó Séaghdha, Ira Leviant, Roi Reichart, Milica Gasic, Anna Korhonen, Steve J. Young
2017	J	`jnl`	Spoken language understanding and interaction: machine learning for human-like conversational systems. Comput. Speech Lang. Milica Gasic, Dilek Hakkani-Tür, Asli Celikyilmaz
2017	—	`conf`	Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning. SIGDIAL Conference Pawel Budzianowski, Stefan Ultes, Pei-Hao Su, Nikola Mrksic, Tsung-Hsien Wen, Iñigo Casanueva, Lina Maria Rojas-Barahona, Milica Gasic
2017	J	`jnl`	Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning. CoRR Pawel Budzianowski, Stefan Ultes, Pei-Hao Su, Nikola Mrksic, Tsung-Hsien Wen, Iñigo Casanueva, Lina Maria Rojas-Barahona, Milica Gasic
2017	J	`jnl`	Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation. CoRR Christopher Tegho, Pawel Budzianowski, Milica Gasic
2016	J	`jnl`	A Network-based End-to-End Trainable Task-oriented Dialogue System. CoRR Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Steve J. Young
2016	A*	`conf`	Conditional Generation and Snapshot Learning in Neural Dialogue Systems. EMNLP Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Steve J. Young
2016	J	`jnl`	Conditional Generation and Snapshot Learning in Neural Dialogue Systems. CoRR Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Steve J. Young
2016	J	`jnl`	Continuously Learning Neural Dialogue Management. CoRR Pei-Hao Su, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2016	—	`conf`	Counter-fitting Word Vectors to Linguistic Constraints. HLT-NAACL Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Lina Maria Rojas-Barahona, Pei-Hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2016	J	`jnl`	Counter-fitting Word Vectors to Linguistic Constraints. CoRR Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Lina Maria Rojas-Barahona, Pei-Hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2016	J	`jnl`	Dialogue manager domain adaptation using Gaussian process reinforcement learning. CoRR Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2016	B	`conf`	Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding. COLING Lina Maria Rojas-Barahona, Milica Gasic, Nikola Mrksic, Pei-Hao Su, Stefan Ultes, Tsung-Hsien Wen, Steve J. Young
2016	J	`jnl`	Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding. CoRR Lina Maria Rojas-Barahona, Milica Gasic, Nikola Mrksic, Pei-Hao Su, Stefan Ultes, Tsung-Hsien Wen, Steve J. Young
2016	—	`conf`	Multi-domain Neural Network Language Generation for Spoken Dialogue Systems. HLT-NAACL Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, David Vandyke, Steve J. Young
2016	J	`jnl`	Multi-domain Neural Network Language Generation for Spoken Dialogue Systems. CoRR Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, David Vandyke, Steve J. Young
2016	—	`conf`	On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems. ACL (1) Pei-Hao Su, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2016	J	`jnl`	On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems. CoRR Pei-Hao Su, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2015	Misc	`conf`	Distributed dialogue policies for multi-domain statistical dialogue management. ICASSP Milica Gasic, Dongho Kim, Pirros Tsiakoulis, Steve J. Young
2015	—	`conf`	Hyper-parameter Optimisation of Gaussian Process Reinforcement Learning for Statistical Dialogue Management. SIGDIAL Conference Lu Chen, Pei-Hao Su, Milica Gasic
2015	J	`jnl`	Learning from Real Users: Rating Dialogue Success with Neural Networks for Reinforcement Learning in Spoken Dialogue Systems. CoRR Pei-Hao Su, David Vandyke, Milica Gasic, Dongho Kim, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young
2015	A	`conf`	Learning from real users: rating dialogue success with neural networks for reinforcement learning in spoken dialogue systems. INTERSPEECH Pei-Hao Su, David Vandyke, Milica Gasic, Dongho Kim, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young
2015	—	`conf`	Multi-domain Dialog State Tracking using Recurrent Neural Networks. ACL (2) Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Pei-Hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2015	J	`jnl`	Multi-domain Dialog State Tracking using Recurrent Neural Networks. CoRR Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Pei-Hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2015	C	`conf`	Multi-domain dialogue success classifiers for policy training. ASRU David Vandyke, Pei-Hao Su, Milica Gasic, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young
2015	C	`conf`	Policy committee for adaptation in multi-domain spoken dialogue systems. ASRU Milica Gasic, Nikola Mrksic, Pei-Hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young
2015	—	`conf`	Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems. SIGDIAL Conference Pei-Hao Su, David Vandyke, Milica Gasic, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young
2015	J	`jnl`	Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems. CoRR Pei-Hao Su, David Vandyke, Milica Gasic, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young
2015	A*	`conf`	Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. EMNLP Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Pei-Hao Su, David Vandyke, Steve J. Young
2015	J	`jnl`	Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. CoRR Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Pei-Hao Su, David Vandyke, Steve J. Young
2015	—	`conf`	Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking. SIGDIAL Conference Tsung-Hsien Wen, Milica Gasic, Dongho Kim, Nikola Mrksic, Pei-Hao Su, David Vandyke, Steve J. Young
2015	J	`jnl`	Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking. CoRR Tsung-Hsien Wen, Milica Gasic, Dongho Kim, Nikola Mrksic, Pei-Hao Su, David Vandyke, Steve J. Young
2014	Misc	`conf`	Dialogue context sensitive HMM-based speech synthesis. ICASSP Pirros Tsiakoulis, Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Steve J. Young
2014	A	`conf`	Dialogue context sensitive speech synthesis using factorized decision trees. INTERSPEECH Pirros Tsiakoulis, Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Steve J. Young
2014	—	`conf`	Evaluation of Statistical POMDP-Based Dialogue Systems in Noisy Environments. IWSDS Steve J. Young, Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Eli Tzirkel-Hancock
2014	J	`jnl`	Gaussian Processes for POMDP-Based Dialogue Manager Optimization. IEEE ACM Trans. Audio Speech Lang. Process. Milica Gasic, Steve J. Young
2014	A	`conf`	Incremental on-line adaptation of POMDP-based dialogue managers to extended domains. INTERSPEECH Milica Gasic, Dongho Kim, Pirros Tsiakoulis, Catherine Breslin, Matthew Henderson, Martin Szummer, Blaise Thomson, Steve J. Young
2014	A	`conf`	Inverse reinforcement learning for micro-turn management. INTERSPEECH Dongho Kim, Catherine Breslin, Pirros Tsiakoulis, Milica Gasic, Matthew Henderson, Steve J. Young
2014	—	`conf`	The PARLANCE mobile application for interactive search in English and Mandarin. SIGDIAL Conference Helen F. Hastie, Marie-Aude Aufaure, Panos Alexopoulos, Hugues Bouchard, Catherine Breslin, Heriberto Cuayáhuitl, Nina Dethlefs, Milica Gasic, James Henderson, Oliver Lemon, Xingkun Liu, Peter Mika, Nesrine Ben Mustapha, Tim Potter, Verena Rieser, Blaise Thomson, Pirros Tsiakoulis, Yves Vanrompay, Boris Villazón-Terrazas, Majid Yazdani, Steve J. Young, Yanchao Yu
2014	—	`conf`	The use of discriminative belief tracking in POMDP-based dialogue systems. SLT Dongho Kim, Matthew Henderson, Milica Gasic, Pirros Tsiakoulis, Steve J. Young
2013	Misc	`conf`	Continuous asr for flexible incremental dialogue. ICASSP Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young
2013	—	`conf`	Demonstration of the PARLANCE system: a data-driven incremental, spoken dialogue system for interactive search. SIGDIAL Conference Helen F. Hastie, Marie-Aude Aufaure, Panos Alexopoulos, Heriberto Cuayáhuitl, Nina Dethlefs, Milica Gasic, James Henderson, Oliver Lemon, Xingkun Liu, Peter Mika, Nesrine Ben Mustapha, Verena Rieser, Blaise Thomson, Pirros Tsiakoulis, Yves Vanrompay
2013	Misc	`conf`	On-line policy optimisation of Bayesian spoken dialogue systems via human interaction. ICASSP Milica Gasic, Catherine Breslin, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young
2013	J	`jnl`	POMDP-Based Statistical Spoken Dialog Systems: A Review. Proc. IEEE Steve J. Young, Milica Gasic, Blaise Thomson, Jason D. Williams
2013	—	`conf`	POMDP-based dialogue manager adaptation to extended domains. SIGDIAL Conference Milica Gasic, Catherine Breslin, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young
2012	—	`conf`	Discriminative spoken language understanding using word confusion networks. SLT Matthew Henderson, Milica Gasic, Blaise Thomson, Pirros Tsiakoulis, Kai Yu, Steve J. Young
2012	—	`conf`	N-best error simulation for training spoken dialogue systems. SLT Blaise Thomson, Milica Gasic, Matthew Henderson, Pirros Tsiakoulis, Steve J. Young
2012	—	`conf`	Policy optimisation of POMDP-based dialogue systems without state space compression. SLT Milica Gasic, Matthew Henderson, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young
2012	—	`conf`	The Effect of Cognitive Load on a Statistical Dialogue System. SIGDIAL Conference Milica Gasic, Pirros Tsiakoulis, Matthew Henderson, Blaise Thomson, Kai Yu, Eli Tzirkel, Steve J. Young
2011	J	`jnl`	Effective handling of dialogue state in the hidden information state POMDP-based dialogue manager. ACM Trans. Speech Lang. Process. Milica Gasic, Steve J. Young
2011	C	`conf`	On-line policy optimisation of spoken dialogue systems via live interaction with human subjects. ASRU Milica Gasic, Filip Jurcícek, Blaise Thomson, Kai Yu, Steve J. Young
2011	A	`conf`	Real User Evaluation of Spoken Dialogue Systems Using Amazon Mechanical Turk. INTERSPEECH Filip Jurcícek, Simon Keizer, Milica Gasic, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young
2011	A	`conf`	Uncertainty Management for On-Line Optimisation of a POMDP-Based Large-Scale Spoken Dialogue System. INTERSPEECH Lucie Daubigney, Milica Gasic, Senthilkumar Chandramohan, Matthieu Geist, Olivier Pietquin, Steve J. Young
2010	—	`conf`	Bayesian dialogue system for the Let's Go Spoken Dialogue Challenge. SLT Blaise Thomson, Kai Yu, Simon Keizer, Milica Gasic, Filip Jurcícek, François Mairesse, Steve J. Young
2010	—	`conf`	Gaussian Processes for Fast Policy Optimisation of POMDP-based Dialogue Managers. SIGDIAL Conference Milica Gasic, Filip Jurcícek, Simon Keizer, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young
2010	A	`conf`	Natural belief-critic: a reinforcement algorithm for parameter estimation in statistical spoken dialogue systems. INTERSPEECH Filip Jurcícek, Blaise Thomson, Simon Keizer, François Mairesse, Milica Gasic, Kai Yu, Steve J. Young
2010	—	`conf`	Parameter estimation for agenda-based user simulation. SIGDIAL Conference Simon Keizer, Milica Gasic, Filip Jurcícek, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young
2010	—	`conf`	Parameter learning for POMDP spoken dialogue models. SLT Blaise Thomson, Filip Jurcícek, Milica Gasic, Simon Keizer, François Mairesse, Kai Yu, Steve J. Young
2010	A*	`conf`	Phrase-Based Statistical Language Generation Using Graphical Models and Active Learning. ACL François Mairesse, Milica Gasic, Filip Jurcícek, Simon Keizer, Blaise Thomson, Kai Yu, Steve J. Young
2010	J	`jnl`	The Hidden Information State model: A practical framework for POMDP-based spoken dialogue management. Comput. Speech Lang. Steve J. Young, Milica Gasic, Simon Keizer, François Mairesse, Jost Schatzmann, Blaise Thomson, Kai Yu
2009	C	`conf`	Back-off action selection in summary space-based POMDP dialogue systems. ASRU Milica Gasic, Fabrice Lefèvre, Filip Jurcícek, Simon Keizer, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young
2009	Misc	`conf`	Probablistic modelling of F0 in unvoiced regions in HMM based speech synthesis. ICASSP Kai Yu, Tomoki Toda, Milica Gasic, Simon Keizer, François Mairesse, Blaise Thomson, Steve J. Young
2009	Misc	`conf`	Spoken language understanding from unaligned data using discriminative classification models. ICASSP François Mairesse, Milica Gasic, Filip Jurcícek, Simon Keizer, Blaise Thomson, Kai Yu, Steve J. Young
2009	A	`conf`	Transformation-based learning for semantic parsing. INTERSPEECH Filip Jurcícek, Milica Gasic, Simon Keizer, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young
2009	—	`conf`	k-Nearest Neighbor Monte-Carlo Control Algorithm for POMDP-Based Dialogue Systems. SIGDIAL Conference Fabrice Lefèvre, Milica Gasic, Filip Jurcícek, Simon Keizer, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young
2008	A	`conf`	Evaluating semantic-level confidence scores with multiple hypotheses. INTERSPEECH Blaise Thomson, Kai Yu, Milica Gasic, Simon Keizer, François Mairesse, Jost Schatzmann, Steve J. Young
2008	—	`conf`	Modelling user behaviour in the HIS-POMDP dialogue manager. SLT Simon Keizer, Milica Gasic, François Mairesse, Blaise Thomson, Kai Yu, Steve J. Young
2008	—	`conf`	Training and Evaluation of the HIS POMDP Dialogue System in Noise. SIGDIAL Workshop Milica Gasic, Simon Keizer, François Mairesse, Jost Schatzmann, Blaise Thomson, Kai Yu, Steve J. Young
2008	A	`conf`	User study of the Bayesian update of dialogue state approach to dialogue management. INTERSPEECH Blaise Thomson, Milica Gasic, Simon Keizer, François Mairesse, Jost Schatzmann, Kai Yu, Steve J. Young