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Venkat Krishna Srinivasan

2 accepted papers

2026

From Bits to Rounds: Parallel Decoding with Exploration for Diffusion Language Models

ICML 2026poster

Diffusion Language Models (DLMs) have recently emerged as a strong alternative to autoregressive language models (AR-LMs), due to their comparable accuracy and faster inference speed via parallel decoding. However, standard DLM decoding strategies, which rely on unmasking only high-confidence tokens…

Cited by 0SourceScholar
2026

Toward More Reliable Agent Evaluation: A Component-Based Benchmark Auditing Pipeline

ICML 2026poster

Reliable evaluation of large language model (LLM) agents depends critically on benchmark validity. However, agent benchmarks are increasingly complex and often contain hidden flaws arising from interactions among user instructions, environments, tools, ground-truth trajectories, and evaluation proto…

Cited by 0SourceScholar