Hypothesis Hunting with Evolving Networks of Autonomous Scientific Agents
arXiv:2510.08619v1 Announce Type: new Abstract: Large-scale scientific datasets — spanning health biobanks, cell atlases, Earth reanalyses, and more — create…
Truth-Aware Decoding: A Program-Logic Approach to Factual Language Generation
arXiv:2510.07331v1 Announce Type: new Abstract: This paper introduces Truth-Aware Decoding (TAD), a verification-oriented decoding scheme that aligns neural language generation…
Mining the Mind: What 100M Beliefs Reveal About Frontier LLM Knowledge
arXiv:2510.07024v2 Announce Type: replace-cross Abstract: LLMs are remarkable artifacts that have revolutionized a range of NLP and AI tasks. A…
Counterfactual Identifiability via Dynamic Optimal Transport
arXiv:2510.08294v1 Announce Type: cross Abstract: We address the open question of counterfactual identification for high-dimensional multivariate outcomes from observational data.…
Iterated Agent for Symbolic Regression
arXiv:2510.08317v1 Announce Type: cross Abstract: Symbolic regression (SR), the automated discovery of mathematical expressions from data, is a cornerstone of…
Benchmarking LLM Causal Reasoning with Scientifically Validated Relationships
arXiv:2510.07231v2 Announce Type: replace-cross Abstract: Causal reasoning is fundamental for Large Language Models (LLMs) to understand genuine cause-and-effect relationships beyond…