2 papers
cs.CL2025
Iterative Hypothesis Generation for Scientific Discovery with Monte Carlo Nash Equilibrium Self-Refining Trees
Gollam Rabby, Diyana Muhammed, Prasenjit Mitra +1
Scientific hypothesis generation is a fundamentally challenging task in research, requiring the synthesis of novel and empirically grounded insights. Traditional approaches rely on…
cs.CL2025
SCI-IDEA: Context-Aware Scientific Ideation Using Token and Sentence Embeddings
Farhana Keya, Gollam Rabby, Prasenjit Mitra +3
Every scientific discovery starts with an idea inspired by prior work, interdisciplinary concepts, and emerging challenges. Recent advancements in large language models (LLMs) trai…