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Chandan Reddy

4 accepted papers

2026

DecAEvolve: Decompose, Adapt, and Evolve, or, Three Pillars of Effective LLM-based Scientific Equation Discovery

ICML 2026poster

Finding mathematical relations underlying natural phenomena is a fundamental task in scientific discovery. Recent advances in evolutionary search with Large Language Models (LLMs) show great promise by leveraging their embedded scientific knowledge. However, discovering governing equations remains c…

Cited by 0SourceScholar
2026

Towards Diverse Scientific Hypothesis Search with Large Language Models

ICML 2026poster

Large language models are increasingly used to accelerate scientific discovery, especially in iteratively searching scientific hypotheses. Yet in many discovery settings the goal is not to identify a single ``best'' hypothesis: validation is noisy and expensive, multiple hypotheses can remain plausi…

Cited by 0SourceScholar
2024

Synthesizing Conversations from Unlabeled Documents using Automatic Response Segmentation

ACL 2024findings

In this study, we tackle the challenge of inadequate and costly training data that has hindered the development of conversational question answering (ConvQA) systems. Enterprises have a large corpus of diverse internal documents. Instead of relying on a searching engine, a more compelling approach f…

2024

ViSAGe: A Global-Scale Analysis of Visual Stereotypes in Text-to-Image Generation

ACL 2024long

Recent studies have shown that Text-to-Image (T2I) model generations can reflect social stereotypes present in the real world. However, existing approaches for evaluating stereotypes have a noticeable lack of coverage of global identity groups and their associated stereotypes. To address this gap, w…