Four papers accepted at NeurIPS 2025, including RL-driven graph reasoning for LLMs (G1), signed graph propagation, hierarchical diffusion LMs, and ranking-based LLM decoding.
Three papers accepted at ICML 2025, including an oral presentation (top 1%) introducing Contrastive Sparse Representations (CSR) for highly efficient embedding compression.
Best Paper Runner-Up Award at ICLR 2025 Workshop on Reasoning and Planning for LLMs for the paper 'When More is Less: Understanding Chain-of-Thought Length in LLMs'.
ICML 2025 paper 'On the Emergence of Position Bias in Transformers' featured by MIT News for theoretically identifying root causes of position bias in Transformers.
Serves as Area Chair for ICLR and reviewer for ICML, NeurIPS, JMLR, PNAS.
Recent work has received 4 best paper awards and has been featured by MIT News, CSAIL News, and Anthropic.