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Sodhani, Shagun

  1. Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims
    2020/04/15 by Miles Brundage, Shahar Avin, Brundage, Miles +123 · 2 voices · 32 citations
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Ethics and Social Impacts of AI #Law, AI, and Intellectual Property #cs.CY
  2. VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training
    2022/09/30 by Yecheng Jason Ma, Shagun Sodhani, Ma, Yecheng Jason +9 · 71 citations
    Neuroscience · Computer Science · #Neuroinflammation and Neurodegeneration Mechanisms #Neural dynamics and brain function #Reinforcement Learning in Robotics
  3. CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text
    2019/08/16 by Sinha, Koustuv, Sodhani, Shagun, Dong, Jin +2 · 29 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  4. Multi-Task Reinforcement Learning with Context-based Representations
    2021/02/11 by Shagun Sodhani, Sodhani, Shagun, Amy Zhang +3 · 28 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics #Robotics (cs.RO)
  5. Recurrent Independent Mechanisms
    2019/09/24 by Anirudh Goyal, Alex Lamb, Goyal, Anirudh +11 · 25 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Modular Robots and Swarm Intelligence #Reinforcement Learning in Robotics
  6. Motif: Intrinsic Motivation from Artificial Intelligence Feedback
    2023/09/29 by Martin Klissarov, Klissarov, Martin, Pierluca D’Oro +13 · 23 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  7. TorchRL: A data-driven decision-making library for PyTorch
    2023/06/01 by Albert Bou, Matteo Bettini, Bou, Albert +13 · 22 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
  8. Invariant Causal Prediction for Block MDPs
    2020/03/12 by Amy Zhang, Zhang, Amy, Clare Lyle +13 · 15 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
  9. Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives
    2019/06/25 by Anirudh Goyal, Goyal, Anirudh, Shagun Sodhani +9 · 10 citations
    Computer Science · Engineering · #Adaptive Dynamic Programming Control #Artificial Intelligence (cs.AI) #Elevator Systems and Control #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
  10. The Neural Race Reduction: Dynamics of Abstraction in Gated Networks
    2022/07/21 by Andrew Saxe, Shagun Sodhani, Saxe, Andrew M. +3 · 8 citations
    Computer Science · Neuroscience · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Neural Networks and Applications #Neural dynamics and brain function
  11. MaestroMotif: Skill Design from Artificial Intelligence Feedback
    2024/12/11 by Martin Klissarov, Mikael Henaff, Klissarov, Martin +21 · 1 voice · 9 citations
    Business, Management and Accounting · #AI and HR Technologies #cs.AI #cs.CL #cs.LG
  12. Block Contextual MDPs for Continual Learning
    2021/10/13 by Sodhani, Shagun, Meier, Franziska, Pineau, Joelle +1 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. When should we prefer Decision Transformers for Offline Reinforcement Learning?
    2023/05/23 by Prajjwal Bhargava, Rohan Chitnis, Bhargava, Prajjwal +7 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. AI Research Agents for Machine Learning: Search, Exploration, and Generalization in MLE-bench
    2025/07/03 by Toledo, Edan, Hambardzumyan, Karen, Josifoski, Martin +22 · 14 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. Robust Policy Learning over Multiple Uncertainty Sets
    2022/02/14 by Xie, Annie, Sodhani, Shagun, Finn, Chelsea +2 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
  16. An Introduction to Lifelong Supervised Learning
    2022/07/10 by Shagun Sodhani, Sodhani, Shagun, Mojtaba Faramarzi +11 · 1 citation
    Social Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Higher Education Learning Practices #Machine Learning (cs.LG)
  17. Do Large Language Models Know How Much They Know?
    2025/02/26 by Prato, Gabriele, Huang, Jerry, Parthasarathi, Prasanna +2 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. EpiK-Eval: Evaluation for Language Models as Epistemic Models
    2023/10/23 by Prato, Gabriele, Huang, Jerry, Parthasarathi, Prasannna +2 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  19. Harnessing small projectors and multiple views for efficient vision pretraining
    2023/12/17 by Kumar Krishna Agrawal, Arna Ghosh, Agrawal, Kumar Krishna +6 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  20. The Automated LLM Speedrunning Benchmark: Reproducing NanoGPT Improvements
    2025/06/27 by Zhao, Bingchen, Magka, Despoina, Jiang, Minqi +20 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  21. Evaluating Logical Generalization in Graph Neural Networks
    2020/03/14 by Koustuv Sinha, Sinha, Koustuv, Shagun Sodhani +5 · 1 citation
    Computer Science · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling