Sumitra Ganesh

14 papers · 2020–2026 · 6 conferences · across top CS/AI conferences

Achievements

🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (8) 🏃 Academic Marathon (5) 🗺️ Taxonomy Completionist (11) 🌍 Conference Polyglot (5) 🏆 Grand Slam ❓ The Questioner 💎 Century Club (12) 🔥 Unstoppable (6) ⚡ Prolific Year (6)

Conferences

ICLR (4) ICML (3) AISTATS (2) EACL (2) NIPS (2) AAAI (1)

Top co-authors

Alec Koppel (7) Sujay Bhatt (5) Nelson Vadori (3) Furong Huang (3) William Watson (2) Nicole Cho (2) Thomas Spooner (2) Manuela Veloso (2) Mengdi Wang (2) Sihan Zeng (2)

Keywords

multi-agent system (2) nash equilibrium (2) policy gradient (1) information extraction (1) markov decision process (1) parameter sharing (1) variance reduction (1) partial observability (1) consensus optimization (1) learning to learn (1) multi-objective optimization (1) market equilibrium (1) markov game (1) competitive equilibrium (1) multiplicative weights update (1) linguistic feature (1) schema matching (1) table extraction (1) continuous learning (1) agentic system (1)

Papers

What Makes a Good Query? Measuring the Impact of Human-Confusing Linguistic Features on LLM Performance EACL 2026

TASER: Table Agents for Schema-guided Extraction and Recommendation EACL 2026

Learning in Herding Mean Field Games: Single-Loop Algorithm with Finite-Time Convergence Analysis AISTATS 2025

Approximate Equivariance in Reinforcement Learning AISTATS 2025

Collab: Controlled Decoding using Mixture of Agents for LLM Alignment ICLR 2025

Decentralized Convergence to Equilibrium Prices in Trading Networks AAAI 2025

GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-Time Alignment ICLR 2025

Prune ’n Predict: Optimizing LLM Decision-making with Conformal Prediction ICML 2025

Information-Directed Pessimism for Offline Reinforcement Learning ICML 2024

Efficient Inverse Multiagent Learning ICLR 2024

Certifiably Robust Policy Learning against Adversarial Multi-Agent Communication ICLR 2023

Consensus Multiplicative Weights Update: Learning to Learn using Projector-based Game Signatures ICML 2022

Factored Policy Gradients: Leveraging Structure for Efficient Learning in MOMDPs NIPS 2021

Calibration of Shared Equilibria in General Sum Partially Observable Markov Games NIPS 2020