Statistical Estimation of Adversarial Risk in Large Language Models under Best-of-N Sampling
Paper • 2601.22636 • Published • 22
Yedidia AGNIMO
YedsonUQ
AI & ML interests
[Uncertainty Quantification, "Hallucinations"] in LLMs, Federated Learning
Organizations
None yet
upvoted 9
papers 2 months ago
Reinforcement World Model Learning for LLM-based Agents
Paper • 2602.05842 • Published • 27
Reinforced Attention Learning
Paper • 2602.04884 • Published • 29
F-GRPO: Don't Let Your Policy Learn the Obvious and Forget the Rare
Paper • 2602.06717 • Published • 74
CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty
Paper • 2601.22027 • Published • 85
Taming Hallucinations: Boosting MLLMs' Video Understanding via Counterfactual Video Generation
Paper • 2512.24271 • Published • 64
Can LLMs Clean Up Your Mess? A Survey of Application-Ready Data Preparation with LLMs
Paper • 2601.17058 • Published • 190
Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation
Paper • 2601.20614 • Published • 120
Agentic Reasoning for Large Language Models
Paper • 2601.12538 • Published • 202
upvoted 11
papers 3 months ago
When Reasoning Meets Its Laws
Paper • 2512.17901 • Published • 62
Deep Research: A Systematic Survey
Paper • 2512.02038 • Published • 73
SciEvalKit: An Open-source Evaluation Toolkit for Scientific General Intelligence
Paper • 2512.22334 • Published • 36
COMPASS: A Framework for Evaluating Organization-Specific Policy Alignment in LLMs
Paper • 2601.01836 • Published • 10
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents
Paper • 2512.23343 • Published • 30
Diversity or Precision? A Deep Dive into Next Token Prediction
Paper • 2512.22955 • Published • 9
Confidence Estimation for LLMs in Multi-turn Interactions
Paper • 2601.02179 • Published • 17
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process
Paper • 2512.23988 • Published • 19
Recursive Language Models
Paper • 2512.24601 • Published • 94
Deep Delta Learning
Paper • 2601.00417 • Published • 34
Nested Learning: The Illusion of Deep Learning Architectures
Paper • 2512.24695 • Published • 45