Alexander Ilin

97 papers A* 7A 3B 13C 3Misc 2Journal 45Unranked 23

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Edit Knowledge, Not Just Facts via Multi-Step Reasoning over Background Stories. CoRR Ya Gao, Kalle Kujanpää, Pekka Marttinen, Harri Valpola, Alexander Ilin
2026	A*	`conf`	Tuning Qwen2.5-VL to Improve Its Web Interaction Skills. WWW Alexandra Yakovleva, Henrik Pärssinen, Harri Valpola, Juho Kannala, Alexander Ilin
2025	J	`jnl`	Efficient Knowledge Injection in LLMs via Self-Distillation. Trans. Mach. Learn. Res. Kalle Kujanpää, Pekka Marttinen, Harri Valpola, Alexander Ilin
2025	J	`jnl`	Memento No More: Coaching AI Agents to Master Multiple Tasks via Hints Internalization. CoRR Minttu Alakuijala, Ya Gao, Georgy Ananov, Samuel Kaski, Pekka Marttinen, Alexander Ilin, Harri Valpola
2025	J	`jnl`	ViewFusion: Learning Composable Diffusion Models for Novel View Synthesis. Trans. Mach. Learn. Res. Bernard Spiegl, Andrea Perin, Stéphane Deny, Alexander Ilin
2024	—	`conf`	Can docstring reformulation with an LLM improve code generation? EACL (Student Research Workshop) Nicola Dainese, Alexander Ilin, Pekka Marttinen
2024	A	`conf`	Continuous Monte Carlo Graph Search. AAMAS Kalle Kujanpää, Amin Babadi, Yi Zhao, Juho Kannala, Alexander Ilin, Joni Pajarinen
2024	—	`conf`	Diffusion Models as Probabilistic Neural Operators for Recovering Unobserved States of Dynamical Systems. MLSP Katsiaryna Haitsiukevich, Onur Poyraz, Pekka Marttinen, Alexander Ilin
2024	J	`jnl`	Diffusion models as probabilistic neural operators for recovering unobserved states of dynamical systems. CoRR Katsiaryna Haitsiukevich, Onur Poyraz, Pekka Marttinen, Alexander Ilin
2024	A*	`conf`	Generating Demonstrations for In-Context Compositional Generalization in Grounded Language Learning. EMNLP Sam Spilsbury, Pekka Marttinen, Alexander Ilin
2024	J	`jnl`	Knowledge Injection via Prompt Distillation. CoRR Kalle Kujanpää, Harri Valpola, Alexander Ilin
2024	J	`jnl`	Self-Supervised Forecasting in Electronic Health Records With Attention-Free Models. IEEE Trans. Artif. Intell. Yogesh Kumar, Alexander Ilin, Henri Salo, Sangita Kulathinal, Maarit K. Leinonen, Pekka Marttinen
2024	J	`jnl`	ViewFusion: Learning Composable Diffusion Models for Novel View Synthesis. CoRR Bernard Spiegl, Andrea Perin, Stéphane Deny, Alexander Ilin
2023	A*	`conf`	Hierarchical Imitation Learning with Vector Quantized Models. ICML Kalle Kujanpää, Joni Pajarinen, Alexander Ilin
2023	J	`jnl`	Hierarchical Imitation Learning with Vector Quantized Models. CoRR Kalle Kujanpää, Joni Pajarinen, Alexander Ilin
2023	A*	`conf`	Hybrid Search for Efficient Planning with Completeness Guarantees. NeurIPS Kalle Kujanpää, Joni Pajarinen, Alexander Ilin
2023	J	`jnl`	Hybrid Search for Efficient Planning with Completeness Guarantees. CoRR Kalle Kujanpää, Joni Pajarinen, Alexander Ilin
2023	J	`jnl`	Improved Compositional Generalization by Generating Demonstrations for Meta-Learning. CoRR Sam Spilsbury, Alexander Ilin
2023	B	`conf`	Improved Training of Physics-Informed Neural Networks with Model Ensembles. IJCNN Katsiaryna Haitsiukevich, Alexander Ilin
2023	A*	`conf`	Reader: Model-based language-instructed reinforcement learning. EMNLP Nicola Dainese, Pekka Marttinen, Alexander Ilin
2023	—	`conf`	Suicidal Pedestrian: Generation of Safety-Critical Scenarios for Autonomous Vehicles. ITSC Yuhang Yang, Kalle Kujanpää, Amin Babadi, Joni Pajarinen, Alexander Ilin
2023	J	`jnl`	Suicidal Pedestrian: Generation of Safety-Critical Scenarios for Autonomous Vehicles. CoRR Yuhang Yang, Kalle Kujanpää, Amin Babadi, Joni Pajarinen, Alexander Ilin
2022	J	`jnl`	A Relational Model for One-Shot Classification of Images and Pen Strokes. Neurocomputing Arturs Polis, Alexander Ilin
2022	B	`conf`	Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning. ESANN Yi Zhao, Rinu Boney, Alexander Ilin, Juho Kannala, Joni Pajarinen
2022	J	`jnl`	Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning. CoRR Yi Zhao, Rinu Boney, Alexander Ilin, Juho Kannala, Joni Pajarinen
2022	—	`conf`	Compositional Generalization in Grounded Language Learning via Induced Model Sparsity. NAACL-HLT (Student Research Workshop) Sam Spilsbury, Alexander Ilin
2022	J	`jnl`	Compositional Generalization in Grounded Language Learning via Induced Model Sparsity. CoRR Sam Spilsbury, Alexander Ilin
2022	J	`jnl`	Continuous Monte Carlo Graph Search. CoRR Amin Babadi, Yi Zhao, Juho Kannala, Alexander Ilin, Joni Pajarinen
2022	J	`jnl`	Improved Training of Physics-Informed Neural Networks with Model Ensembles. CoRR Katsiaryna Haitsiukevich, Alexander Ilin
2022	J	`jnl`	Learning Explicit Object-Centric Representations with Vision Transformers. CoRR Oscar Vikström, Alexander Ilin
2022	—	`conf`	Learning Trajectories of Hamiltonian Systems with Neural Networks. ICANN (1) Katsiaryna Haitsiukevich, Alexander Ilin
2022	J	`jnl`	Learning Trajectories of Hamiltonian Systems with Neural Networks. CoRR Katsiaryna Haitsiukevich, Alexander Ilin
2022	J	`jnl`	Learning to Play Imperfect-Information Games by Imitating an Oracle Planner. IEEE Trans. Games Rinu Boney, Alexander Ilin, Juho Kannala, Jarno Seppänen
2022	J	`jnl`	RNA secondary structure prediction with convolutional neural networks. BMC Bioinform. Mehdi Saman Booy, Alexander Ilin, Pekka Orponen
2021	C	`conf`	A Grid-Structured Model of Tubular Reactors. INDIN Katsiaryna Haitsiukevich, Samuli Bergman, Cesar de Araujo Filho, Francesco Corona, Alexander Ilin
2021	J	`jnl`	A Grid-Structured Model of Tubular Reactors. CoRR Katsiaryna Haitsiukevich, Samuli Bergman, Cesar de Araujo Filho, Francesco Corona, Alexander Ilin
2021	B	`conf`	A Relational Model for One-Shot Classification. ESANN Arturs Polis, Alexander Ilin
2021	J	`jnl`	A Relational Model for One-Shot Classification. CoRR Arturs Polis, Alexander Ilin
2021	—	`conf`	Automating Privilege Escalation with Deep Reinforcement Learning. AISec@CCS Kalle Kujanpää, Willie Victor, Alexander Ilin
2021	J	`jnl`	Automating Privilege Escalation with Deep Reinforcement Learning. CoRR Kalle Kujanpää, Willie Victor, Alexander Ilin
2021	—	`conf`	Behaviour-Conditioned Policies for Cooperative Reinforcement Learning Tasks. ICANN (4) Antti Keurulainen, Isak Westerlund, Ariel Kwiatkowski, Samuel Kaski, Alexander Ilin
2021	J	`jnl`	Behaviour-conditioned policies for cooperative reinforcement learning tasks. CoRR Antti Keurulainen, Isak Westerlund, Ariel Kwiatkowski, Samuel Kaski, Alexander Ilin
2021	J	`jnl`	Comparative Study: Catalytic Activity and Rhodamine Dye Luminescence at the Surface of TiO2-Based Nanoheterostructures. Symmetry Elizaveta A. Konstantinova, Vladimir Zaitsev, Artem Marikutsa, Alexander Ilin
2021	J	`jnl`	End-to-End Learning of Keypoint Representations for Continuous Control from Images. CoRR Rinu Boney, Alexander Ilin, Juho Kannala
2021	—	`conf`	Learning to Assist Agents by Observing Them. ICANN (4) Antti Keurulainen, Isak Westerlund, Samuel Kaski, Alexander Ilin
2021	J	`jnl`	Learning to Assist Agents by Observing Them. CoRR Antti Keurulainen, Isak Westerlund, Samuel Kaski, Alexander Ilin
2021	—	`conf`	Learning to Drive (L2D) as a Low-Cost Benchmark for Real-World Reinforcement Learning. ICAR Ari Viitala, Rinu Boney, Yi Zhao, Alexander Ilin, Juho Kannala
2021	J	`jnl`	Medical SANSformers: Training self-supervised transformers without attention for Electronic Medical Records. CoRR Yogesh Kumar, Alexander Ilin, Henri Salo, Sangita Kulathinal, Maarit K. Leinonen, Pekka Marttinen
2021	B	`conf`	Path-Link Graph Neural Network for IP Network Performance Prediction. IM Yangzhe Kong, Dmitry Petrov, Vilho Räisänen, Alexander Ilin
2020	A	`conf`	Conditional Spoken Digit Generation with StyleGAN. INTERSPEECH Kasperi Palkama, Lauri Juvela, Alexander Ilin
2020	J	`jnl`	Conditional Spoken Digit Generation with StyleGAN. CoRR Kasperi Palkama, Lauri Juvela, Alexander Ilin
2020	J	`jnl`	Learning to Play Imperfect-Information Games by Imitating an Oracle Planner. CoRR Rinu Boney, Alexander Ilin, Juho Kannala, Jarno Seppänen
2019	B	`conf`	Active one-shot learning with Prototypical Networks. ESANN Rinu Boney, Alexander Ilin
2019	J	`jnl`	Coupled thermo-mechanical process simulation method for selective laser melting considering phase transformation steels. Comput. Math. Appl. Michael Schänzel, Damir Shakirov, Alexander Ilin, Vasily Ploshikhin
2019	Misc	`conf`	Regularizing Model-Based Planning with Energy-Based Models. CoRL Rinu Boney, Juho Kannala, Alexander Ilin
2019	J	`jnl`	Regularizing Model-Based Planning with Energy-Based Models. CoRR Rinu Boney, Juho Kannala, Alexander Ilin
2019	A*	`conf`	Regularizing Trajectory Optimization with Denoising Autoencoders. NeurIPS Rinu Boney, Norman Di Palo, Mathias Berglund, Alexander Ilin, Juho Kannala, Antti Rasmus, Harri Valpola
2019	J	`jnl`	Regularizing Trajectory Optimization with Denoising Autoencoders. CoRR Rinu Boney, Norman Di Palo, Mathias Berglund, Alexander Ilin, Juho Kannala, Antti Rasmus, Harri Valpola
2018	—	`conf`	Semi-Supervised Few-Shot Learning with MAML. ICLR (Workshop) Rinu Boney, Alexander Ilin
2017	—	`conf`	Recurrent Ladder Networks. NIPS Isabeau Prémont-Schwarz, Alexander Ilin, Tele Hao, Antti Rasmus, Rinu Boney, Harri Valpola
2017	J	`jnl`	Recurrent Ladder Networks. CoRR Alexander Ilin, Isabeau Prémont-Schwarz, Tele Hotloo Hao, Antti Rasmus, Rinu Boney, Harri Valpola
2017	J	`jnl`	Semi-Supervised Few-Shot Learning with Prototypical Networks. CoRR Rinu Boney, Alexander Ilin
2014	—	`conf`	Linear State-Space Model with Time-Varying Dynamics. ECML/PKDD (2) Jaakko Luttinen, Tapani Raiko, Alexander Ilin
2013	C	`conf`	A Two-Stage Pretraining Algorithm for Deep Boltzmann Machines. ICANN Kyunghyun Cho, Tapani Raiko, Alexander Ilin, Juha Karhunen
2013	J	`jnl`	Enhanced Gradient for Training Restricted Boltzmann Machines. Neural Comput. Kyunghyun Cho, Tapani Raiko, Alexander Ilin
2013	B	`conf`	Gaussian-Bernoulli deep Boltzmann machine. IJCNN Kyunghyun Cho, Tapani Raiko, Alexander Ilin
2013	Misc	`conf`	Gaussian-Bernoulli restricted Boltzmann machines and automatic feature extraction for noise robust missing data mask estimation. ICASSP Sami Keronen, Kyunghyun Cho, Tapani Raiko, Alexander Ilin, Kalle J. Palomäki
2012	J	`jnl`	Bayesian Robust PCA of Incomplete Data. Neural Process. Lett. Jaakko Luttinen, Alexander Ilin, Juha Karhunen
2012	A	`conf`	Efficient Gaussian Process Inference for Short-Scale Spatio-Temporal Modeling. AISTATS Jaakko Luttinen, Alexander Ilin
2012	—	`conf`	Gated Boltzmann Machine in Texture Modeling. ICANN (2) Tele Hao, Tapani Raiko, Alexander Ilin, Juha Karhunen
2012	—	`conf`	Tikhonov-Type Regularization for Restricted Boltzmann Machines. ICANN (1) Kyunghyun Cho, Alexander Ilin, Tapani Raiko
2011	A*	`conf`	Enhanced Gradient and Adaptive Learning Rate for Training Restricted Boltzmann Machines. ICML Kyunghyun Cho, Tapani Raiko, Alexander Ilin
2011	—	`conf`	Improved Learning of Gaussian-Bernoulli Restricted Boltzmann Machines. ICANN (1) Kyunghyun Cho, Alexander Ilin, Tapani Raiko
2011	C	`conf`	Methodology for Behavioral-based Malware Analysis and Detection Using Random Projections and K-Nearest Neighbors Classifiers. CIS Jozsef Hegedus, Yoan Miche, Alexander Ilin, Amaury Lendasse
2010	B	`conf`	Parallel tempering is efficient for learning restricted Boltzmann machines. IJCNN Kyunghyun Cho, Tapani Raiko, Alexander Ilin
2010	J	`jnl`	Practical Approaches to Principal Component Analysis in the Presence of Missing Values. J. Mach. Learn. Res. Alexander Ilin, Tapani Raiko
2010	J	`jnl`	Transformations in variational Bayesian factor analysis to speed up learning. Neurocomputing Jaakko Luttinen, Alexander Ilin
2009	B	`conf`	Bayesian PCA for reconstruction of historical sea surface temperatures. IJCNN Alexander Ilin, Alexey Kaplan
2009	—	`conf`	Bayesian Robust PCA for Incomplete Data. ICA Jaakko Luttinen, Alexander Ilin, Juha Karhunen
2009	B	`conf`	Transformations for variational factor analysis to speed up learning. ESANN Jaakko Luttinen, Alexander Ilin, Tapani Raiko
2009	—	`conf`	Variational Gaussian-process factor analysis for modeling spatio-temporal data. NIPS Jaakko Luttinen, Alexander Ilin
2007	J	`jnl`	Blind separation of nonlinear mixtures by variational Bayesian learning. Digit. Signal Process. Antti Honkela, Harri Valpola, Alexander Ilin, Juha Karhunen
2007	—	`conf`	Principal Component Analysis for Large Scale Problems with Lots of Missing Values. ECML Tapani Raiko, Alexander Ilin, Juha Karhunen
2007	—	`conf`	Principal Component Analysis for Sparse High-Dimensional Data. ICONIP (1) Tapani Raiko, Alexander Ilin, Juha Karhunen
2006	—	`—`	Advanced source separation methods with applications to spatio-temporal datasets. Alexander Ilin
2006	—	`conf`	Comparison of BSS Methods for the Detection of ICA Sergey Borisov, Alexander Ilin, Ricardo Vigário, Erkki Oja
2006	J	`jnl`	Exploratory analysis of climate data using source separation methods. Neural Networks Alexander Ilin, Harri Valpola, Erkki Oja
2006	B	`conf`	Extraction of Components with Structured Variance. IJCNN Alexander Ilin, Harri Valpola, Erkki Oja
2006	B	`conf`	Independent dynamics subspace analysis. ESANN Alexander Ilin
2005	—	`conf`	Frequency-Based Separation of Climate Signals. PKDD Alexander Ilin, Harri Valpola
2005	J	`jnl`	On the Effect of the Form of the Posterior Approximation in Variational Learning of ICA Models. Neural Process. Lett. Alexander Ilin, Harri Valpola
2005	B	`conf`	Semiblind source separation of climate data detects El Nino as the component with the highest interannual variability. IJCNN Alexander Ilin, Harri Valpola, Erkki Oja
2005	—	`conf`	Towards an Analytical Model for Characterizing Behavior of High-Speed VVoIP Applications. TNC Andrei M. Sukhov, Prasad Calyam, Warren Daly, Alexander Ilin
2004	B	`conf`	Bayesian versus constrained structure approaches for source separation in post-nonlinear mixtures. IJCNN Alexander Ilin, Sophie Achard, Christian Jutten
2004	J	`jnl`	Nonlinear dynamical factor analysis for state change detection. IEEE Trans. Neural Networks Alexander Ilin, Harri Valpola, Erkki Oja
2004	—	`conf`	Post-nonlinear Independent Component Analysis by Variational Bayesian Learning. ICA Alexander Ilin, Antti Honkela
2003	J	`jnl`	Nonlinear Blind Source Separation by Variational Bayesian Learning. IEICE Trans. Fundam. Electron. Commun. Comput. Sci. Harri Valpola, Erkki Oja, Alexander Ilin, Antti Honkela, Juha Karhunen