PPaperPicks

Amrit Singh Bedi

23 papers at tracked venues · 15 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Souradip Chakraborty
×12
Dinesh Manocha
×12
Furong Huang
×9
Mengdi Wang
×6
Vaneet Aggarwal
×4
Soumya Suvra Ghosal
×4
Wesley A. Suttle
×4
Alec Koppel
×4
Brian M. Sadler
×4
Avinash Reddy
×3
James Beetham
×2
Mubarak Shah
×2

Papers

  1. Jailbreaks as Inference-Time Alignment: A Framework for Understanding Safety Failures in LLMs
    EACL 2026 ·
    James Beetham
    ,
    Souradip Chakraborty
    ,
    Mengdi Wang
    ,
    Furong Huang
    , Amrit Singh Bedi,
    Mubarak Shah
  2. SafeR-CLIP: Mitigating NSFW Content in Vision-Language Models While Preserving Pre-Trained Knowledge
    AAAI 2026 ·
    Adeel Yousaf
    ,
    Joseph Fioresi
    ,
    James Beetham
    , Amrit Singh Bedi,
    Mubarak Shah
  3. Align-Pro: A Principled Approach to Prompt Optimization for LLM Alignment
    AAAI 2025 ·
    Prashant Trivedi
    ,
    Souradip Chakraborty
    ,
    Avinash Reddy
    ,
    Vaneet Aggarwal
    , Amrit Singh Bedi,
    George K. Atia
  4. Bounded Rationality for LLMs: Satisficing Alignment at Inference-Time
    ICML 2025 ·
    Mohamad Fares El Hajj Chehade
    ,
    Soumya Suvra Ghosal
    ,
    Souradip Chakraborty
    ,
    Avinash Reddy
    ,
    Dinesh Manocha
    ,
    Hao Zhu
    , Amrit Singh Bedi
  5. Confidence-Controlled Exploration: Efficient Sparse-Reward Policy Learning for Robot Navigation
    IROS 2025 ·
    Bhrij Patel
    ,
    Kasun Weerakoon
    ,
    Wesley A. Suttle
    ,
    Alec Koppel
    ,
    Brian M. Sadler
    ,
    Tianyi Zhou
    ,
    Dinesh Manocha
    , Amrit Singh Bedi
  6. Does Thinking More Always Help? Mirage of Test-Time Scaling in Reasoning Models
    NeurIPS 2025 ·
    Soumya Suvra Ghosal
    ,
    Souradip Chakraborty
    ,
    Avinash Reddy
    ,
    Yifu Lu
    ,
    Mengdi Wang
    ,
    Dinesh Manocha
    ,
    Furong Huang
    ,
    Mohammad Ghavamzadeh
    , Amrit Singh Bedi
  7. EfficientEQA: An Efficient Approach to Open-Vocabulary Embodied Question Answering
    IROS 2025 ·
    Kai Cheng
    ,
    Zhengyuan Li
    ,
    Xingpeng Sun
    ,
    Byung-Cheol Min
    , Amrit Singh Bedi,
    Aniket Bera
  8. Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment
    CVPR 2025 ·
    Soumya Suvra Ghosal
    ,
    Souradip Chakraborty
    ,
    Vaibhav Singh
    ,
    Tianrui Guan
    ,
    Mengdi Wang
    ,
    Ahmad Beirami
    ,
    Furong Huang
    ,
    Alvaro Velasquez
    ,
    Dinesh Manocha
    , Amrit Singh Bedi
  9. On the Global Optimality of Policy Gradient Methods in General Utility Reinforcement Learning
    NeurIPS 2025 ·
    Anas Barakat
    ,
    Souradip Chakraborty
    ,
    Peihong Yu
    ,
    Pratap Tokekar
    , Amrit Singh Bedi
  10. On the Sample Complexity Bounds of Bilevel Reinforcement Learning
    NeurIPS 2025 ·
    Mudit Gaur
    ,
    Utsav Singh
    , Amrit Singh Bedi,
    Raghu Pasupathy
    ,
    Vaneet Aggarwal
  11. On the Vulnerability of LLM/VLM-Controlled Robotics
    IROS 2025 ·
    Xiyang Wu
    ,
    Souradip Chakraborty
    ,
    Ruiqi Xian
    ,
    Jing Liang
    ,
    Tianrui Guan
    ,
    Fuxiao Liu
    ,
    Brian M. Sadler
    ,
    Dinesh Manocha
    , Amrit Singh Bedi
  12. Uncertainty-Aware Answer Selection for Improved Reasoning in Multi-LLM Systems
    EMNLP 2025 ·
    Aakriti Agrawal
    ,
    Rohith Aralikatti
    ,
    Anirudh Satheesh
    ,
    Souradip Chakraborty
    , Amrit Singh Bedi,
    Furong Huang
  13. Closing the Gap: Achieving Global Convergence (Last Iterate) of Actor-Critic under Markovian Sampling with Neural Network Parametrization
    ICML 2024 ·
    Mudit Gaur
    , Amrit S. Bedi,
    Di Wang
    ,
    Vaneet Aggarwal
  14. FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding?
    NeurIPS 2024 ·
    Marco Bornstein
    , Amrit Singh Bedi,
    Abdirisak Mohamed
    ,
    Furong Huang
  15. LANCAR: Leveraging Language for Context-Aware Robot Locomotion in Unstructured Environments
    IROS 2024 ·
    Chak Lam Shek
    ,
    Xiyang Wu
    ,
    Wesley A. Suttle
    ,
    Carl E. Busart
    ,
    Erin G. Zaroukian
    ,
    Dinesh Manocha
    ,
    Pratap Tokekar
    , Amrit Singh Bedi
  16. MaxMin-RLHF: Alignment with Diverse Human Preferences
    ICML 2024 ·
    Souradip Chakraborty
    ,
    Jiahao Qiu
    ,
    Hui Yuan
    ,
    Alec Koppel
    ,
    Dinesh Manocha
    ,
    Furong Huang
    , Amrit S. Bedi,
    Mengdi Wang
  17. PARL: A Unified Framework for Policy Alignment in Reinforcement Learning from Human Feedback
    ICLR 2024 ·
    Souradip Chakraborty
    , Amrit Singh Bedi,
    Alec Koppel
    ,
    Huazheng Wang
    ,
    Dinesh Manocha
    ,
    Mengdi Wang
    ,
    Furong Huang
  18. PIPER: Primitive-Informed Preference-based Hierarchical Reinforcement Learning via Hindsight Relabeling
    ICML 2024 ·
    Utsav Singh
    ,
    Wesley A. Suttle
    ,
    Brian M. Sadler
    ,
    Vinay P. Namboodiri
    , Amrit S. Bedi
  19. Position: On the Possibilities of AI-Generated Text Detection
    ICML 2024 ·
    Souradip Chakraborty
    , Amrit S. Bedi,
    Sicheng Zhu
    ,
    Bang An
    ,
    Dinesh Manocha
    ,
    Furong Huang
  20. Towards Global Optimality for Practical Average Reward Reinforcement Learning without Mixing Time Oracles
    ICML 2024 ·
    Bhrij Patel
    ,
    Wesley A. Suttle
    ,
    Alec Koppel
    ,
    Vaneet Aggarwal
    ,
    Brian M. Sadler
    ,
    Dinesh Manocha
    , Amrit S. Bedi
  21. Transfer Q-star : Principled Decoding for LLM Alignment
    NeurIPS 2024 ·
    Souradip Chakraborty
    ,
    Soumya Suvra Ghosal
    ,
    Ming Yin
    ,
    Dinesh Manocha
    ,
    Mengdi Wang
    , Amrit Singh Bedi,
    Furong Huang
  22. TrustNavGPT: Modeling Uncertainty to Improve Trustworthiness of Audio-Guided LLM-Based Robot Navigation
    IROS 2024 ·
    Xingpeng Sun
    ,
    Yiran Zhang
    ,
    Xindi Tang
    , Amrit Singh Bedi,
    Aniket Bera
  23. When, What, and with Whom to Communicate: Enhancing RL-based Multi-Robot Navigation through Selective Communication
    IROS 2024 ·
    Senthil Hariharan Arul
    , Amrit Singh Bedi,
    Dinesh Manocha