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R. S. Sutton's picture
5 6

R. S. Sutton

RPC-LLM

AI & ML interests

Sampling-Based LLM Methods

Organizations

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upvoted 5 papers 2 months ago

FormalML: A Benchmark for Evaluating Formal Subgoal Completion in Machine Learning Theory

Paper • 2510.02335 • Published Sep 26, 2025 • 2

Video-As-Prompt: Unified Semantic Control for Video Generation

Paper • 2510.20888 • Published Oct 23, 2025 • 45

Document Understanding, Measurement, and Manipulation Using Category Theory

Paper • 2510.21553 • Published Oct 24, 2025 • 4

Reasoning with Sampling: Your Base Model is Smarter Than You Think

Paper • 2510.14901 • Published Oct 16, 2025 • 47

A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning

Paper • 2510.15444 • Published Oct 17, 2025 • 147
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