Ghosal, Soumya Suvra

11 publications

ECML-PKDD 2025 Better Features, Better Calibration: A Simple Fix for Overconfident Networks Soumya Suvra Ghosal, Ramya Hebbalaguppe, Dinesh Manocha

ICML 2025 Bounded Rationality for LLMs: Satisficing Alignment at Inference-Time Mohamad Fares El Hajj Chehade, Soumya Suvra Ghosal, Souradip Chakraborty, Avinash Reddy, Dinesh Manocha, Hao Zhu, Amrit Singh Bedi

ICLR 2025 Collab: Controlled Decoding Using Mixture of Agents for LLM Alignment Souradip Chakraborty, Sujay Bhatt, Udari Madhushani Sehwag, Soumya Suvra Ghosal, Jiahao Qiu, Mengdi Wang, Dinesh Manocha, Furong Huang, Alec Koppel, Sumitra Ganesh

NeurIPS 2025 Does Thinking More Always Help? Mirage of Test-Time Scaling in Reasoning Models Soumya Suvra Ghosal, Souradip Chakraborty, Avinash Reddy, Yifu Lu, Mengdi Wang, Dinesh Manocha, Furong Huang, Mohammad Ghavamzadeh, Amrit Singh Bedi

CVPR 2025 Immune: Improving Safety Against Jailbreaks in Multi-Modal LLMs via Inference-Time Alignment Soumya Suvra Ghosal, Souradip Chakraborty, Vaibhav Singh, Tianrui Guan, Mengdi Wang, Ahmad Beirami, Furong Huang, Alvaro Velasquez, Dinesh Manocha, Amrit Singh Bedi

AAAI 2024 How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection? Soumya Suvra Ghosal, Yiyou Sun, Yixuan Li

NeurIPS 2024 Transfer Q-Star : Principled Decoding for LLM Alignment Souradip Chakraborty, Soumya Suvra Ghosal, Ming Yin, Dinesh Manocha, Mengdi Wang, Amrit Singh Bedi, Furong Huang

TMLR 2023 A Survey on the Possibilities & Impossibilities of AI-Generated Text Detection Soumya Suvra Ghosal, Souradip Chakraborty, Jonas Geiping, Furong Huang, Dinesh Manocha, Amrit Bedi

AAAI 2023 Distributionally Robust Optimization with Probabilistic Group Soumya Suvra Ghosal, Yixuan Li

ECML-PKDD 2022 A Novel Data Augmentation Technique for Out-of-Distribution Sample Detection Using Compounded Corruptions Ramya Hebbalaguppe, Soumya Suvra Ghosal, Jatin Prakash, Harshad Khadilkar, Chetan Arora

ICMLW 2022 Are Vision Transformers Robust to Spurious Correlations ? Soumya Suvra Ghosal, Yifei Ming, Yixuan Li