Soumalya Sarkar

25 papers C 9Misc 2Journal 10Unranked 3

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	FROST: Filtering Reasoning Outliers with Attention for Efficient Reasoning. CoRR Haozheng Luo, Zhuolin Jiang, Md Zahid Hasan, Yan Chen, Soumalya Sarkar
2024	J	`jnl`	DKL-KAN: Scalable Deep Kernel Learning using Kolmogorov-Arnold Networks. CoRR Shrenik Zinage, Sudeepta Mondal, Soumalya Sarkar
2024	J	`jnl`	Leveraging External Knowledge Resources to Enable Domain-Specific Comprehension. CoRR Saptarshi Sengupta, Connor T. Heaton, Prasenjit Mitra, Soumalya Sarkar
2024	—	`conf`	Towards Efficient Methods in Medical Question Answering using Knowledge Graph Embeddings. BIBM Saptarshi Sengupta, Connor T. Heaton, Suhan Cui, Soumalya Sarkar, Prasenjit Mitra
2023	J	`jnl`	LLMs for Multi-Modal Knowledge Extraction and Analysis in Intelligence/Safety-Critical Applications. CoRR Brett W. Israelsen, Soumalya Sarkar
2023	J	`jnl`	Scalable Bayesian optimization with high-dimensional outputs using randomized prior networks. CoRR Mohamed Aziz Bhouri, Michael Joly, Robert Yu, Soumalya Sarkar, Paris Perdikaris
2021	J	`jnl`	3D Convolutional Selective Autoencoder For Instability Detection in Combustion Systems. CoRR Tryambak Gangopadhyay, Vikram Ramanan, Adedotun Akintayo, Paige K. Boor, Soumalya Sarkar, Satyanarayanan R. Chakravarthy, Soumik Sarkar
2016	—	`ch.`	Algorithms for Context Learning and Information Representation for Multi-Sensor Teams. Context-Enhanced Information Fusion Nurali Virani, Soumalya Sarkar, Ji-Woong Lee, Shashi Phoha, Asok Ray
2016	J	`jnl`	Early Detection of Combustion Instabilities using Deep Convolutional Selective Autoencoders on Hi-speed Flame Video. CoRR Adedotun Akintayo, Kin Gwn Lore, Soumalya Sarkar, Soumik Sarkar
2016	C	`conf`	Multimodal spatiotemporal information fusion using neural-symbolic modeling for early detection of combustion instabilities. ACC Soumalya Sarkar, Devesh K. Jha, Kin Gwn Lore, Soumik Sarkar, Asok Ray
2016	J	`jnl`	Symbolization of dynamic data-driven systems for signal representation. Signal Image Video Process. Soumalya Sarkar, Pritthi Chattopadhyay, Asok Ray
2015	C	`conf`	Alphabet size selection for symbolization of dynamic data-driven systems: An information-theoretic approach. ACC Soumalya Sarkar, Pritthi Chattopadhyay, Asok Ray, Shashi Phoha, Mark Levi
2015	C	`conf`	Dynamic data-driven symbolic causal modeling for battery performance & health monitoring. FUSION Soumalya Sarkar, Devesh K. Jha, Asok Ray, Yue Li
2015	—	`conf`	Early Detection of Combustion Instability by Neural-Symbolic Analysis on Hi-Speed Video. CoCo@NIPS Soumalya Sarkar, Kin Gwn Lore, Soumik Sarkar
2015	C	`conf`	Real-time activity recognition from seismic signature via multi-scale symbolic time series analysis (MSTSA). ACC Soumalya Sarkar, Thyagaraju Damarla, Asok Ray
2014	Misc	`conf`	Context-aware Dynamic Data-driven Pattern Classification. ICCS Shashi Phoha, Nurali Virani, Pritthi Chattopadhyay, Soumalya Sarkar, Brian M. Smith, Asok Ray
2014	C	`conf`	Early detection of lean blow out (LBO) via generalized D-Markov machine construction. ACC Soumalya Sarkar, Asok Ray, Achintya Mukhopadhyay, Rajendra R. Chaudhari, Swarnendu Sen
2014	J	`jnl`	Sensor Fusion for Fault Detection and Classification in Distributed Physical Processes. Frontiers Robotics AI Soumalya Sarkar, Soumik Sarkar, Nurali Virani, Asok Ray, Murat Yasar
2013	—	`conf`	A Bluetooth-Based Autonomous Mining System. ICACNI Saikat Roy, Soumalya Sarkar, Avranil Tah
2013	C	`conf`	Anomaly detection in flight recorder data: A dynamic data-driven approach. ACC Santanu Das, Soumalya Sarkar, Asok Ray, Ashok N. Srivastava, Donald L. Simon
2013	Misc	`conf`	Dynamic Data Driven Sensor Array Fusion for Target Detection and Classification. ICCS Nurali Virani, Shane Marcks, Soumalya Sarkar, Kushal Mukherjee, Asok Ray, Shashi Phoha
2013	J	`jnl`	Performance comparison of feature extraction algorithms for target detection and classification. Pattern Recognit. Lett. Soheil Bahrampour, Asok Ray, Soumalya Sarkar, Thyagaraju Damarla, Nasser M. Nasrabadi
2013	C	`conf`	Spatiotemporal information fusion for fault detection in shipboard auxiliary systems. ACC Soumalya Sarkar, Nurali Virani, Murat Yasar, Asok Ray, Soumik Sarkar
2012	C	`conf`	A unified framework for supervised learning of semantic models. ACC Yicheng Wen, Soumalya Sarkar, Asok Ray, Xin Jin, Thyagaraju Damarla
2012	C	`conf`	Symbolic transient time-series analysis for fault detection in aircraft gas turbine engines. ACC Soumalya Sarkar, Kushal Mukherjee, Soumik Sarkar, Asok Ray