Parameswaran Kamalaruban

15 papers · 2015–2025 · 6 conferences · across top CS/AI conferences

Achievements

+8 more ↓

🏃 Academic Marathon (10) 🧭 Keyword Pioneer 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (6) 🐝 Cross-Pollinator (12)

🐝 Cross-Pollinator (12) 🌈 Renaissance Researcher (5) 🗺️ Taxonomy Completionist (29) 🏆 Keyword Champion (2) 💎 Century Club (15) 📈 Trend Setter 🚀 Conference Pioneer 🗃️ Keyword Collector (62)

Conferences

NIPS (7) AAAI (2) AISTATS (2) IJCAI (2) COLT (1) ICML (1)

Top co-authors

Adish Singla (9) Rati Devidze (4) Volkan Cevher (4) Goran Radanovic (4) Andi Nika (3) Debmalya Mandal (3) Georgios Tzannetos (2) Yu-Ting Huang (2) Adrian Weller (2) Xinhua Zhang (1)

Research topics

Education (1)

Keywords

inverse reinforcement learning (3) maximum causal entropy (2) reward shaping (2) robust reinforcement learning (2) reinforcement learning (2) policy learning (2) sparse reward (2) robust regression (1) robust optimization (1) learning theory (1) knowledge transfer (1) sample complexity (1) self-supervised learning (1) adversarial training (1) curriculum learning (1) adversarial learning (1) reward function (1) policy optimization (1) algorithm design (1) minimax optimization (1)

Papers

Learning Personalized Decision Support Policies AAAI 2025 Corruption Robust Offline Reinforcement Learning with Human Feedback AISTATS 2025 Policy Teaching via Data Poisoning in Learning from Human Preferences AISTATS 2025 Reward Model Learning vs. Direct Policy Optimization: A Comparative Analysis of Learning from Human Preferences ICML 2024 Adversarially Robust Decision Transformer NIPS 2024 Proximal Curriculum with Task Correlations for Deep Reinforcement Learning IJCAI 2024 Exploration-Guided Reward Shaping for Reinforcement Learning under Sparse Rewards NIPS 2022 Curriculum Design for Teaching via Demonstrations: Theory and Applications NIPS 2021 Explicable Reward Design for Reinforcement Learning Agents NIPS 2021 Robust Inverse Reinforcement Learning under Transition Dynamics Mismatch NIPS 2021 Robust Reinforcement Learning via Adversarial training with Langevin Dynamics NIPS 2020 Iterative Classroom Teaching AAAI 2019 Interactive Teaching Algorithms for Inverse Reinforcement Learning IJCAI 2019 Consistent Robust Regression NIPS 2017 Exp-Concavity of Proper Composite Losses COLT 2015