Dutta, Souradeep
- Output Range Analysis for Deep Neural Networks
2017/09/26 by Souradeep Dutta, Susmit Jha, Dutta, Souradeep +5 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Machine Learning and Algorithms
- Memory-Consistent Neural Networks for Imitation Learning
2023/10/09 by Kaustubh Sridhar, Souradeep Dutta, Sridhar, Kaustubh +7 · 1 voice · 3 citations
Computer Science · Engineering · #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Human Pose and Action Recognition
- Using Semantic Information for Defining and Detecting OOD Inputs
2023/02/21 by Kaur, Ramneet, Ji, Xiayan, Dutta, Souradeep +5 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- RICL: Adding In-Context Adaptability to Pre-Trained Vision-Language-Action Models
2025/08/04 by Sridhar, Kaustubh, Dutta, Souradeep, Jayaraman, Dinesh +1 · 7 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Robotics (cs.RO)
- Distributionally Robust Statistical Verification with Imprecise Neural Networks
2023/08/28 by Dutta, Souradeep, Caprio, Michele, Lin, Vivian +5 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Bridging Dimensions: Confident Reachability for High-Dimensional Controllers
2023/11/08 by Yuang Geng, Geng, Yuang, Souradeep Dutta +5 · 2 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- REGENT: A Retrieval-Augmented Generalist Agent That Can Act In-Context in New Environments
2024/12/06 by Kaustubh Sridhar, Souradeep Dutta, Sridhar, Kaustubh +5 · 2 citations
Computer Science · #Multi-Agent Systems and Negotiation #Semantic Web and Ontologies #Reinforcement Learning in Robotics