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code generation 2large language models 2reinforcement learning 2adversarial red-teaming 1distribution matching 1generative flow networks 1knowledge distillation 1on-policy distillation 1

From the 2 of 18 linked papers with an AI index.

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20242026
most citedMultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety

1 citations · 1 across the 8 of their papers we have counts for

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cs.AI2026

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents

Reuben Tan, Baolin Peng, Zhengyuan Yang +16

Agentic reasoning models trained with multimodal reinforcement learning (MMRL) have become increasingly capable, yet they are almost universally optimized using sparse, outcome-bas…

cs.AI2026

Statistical Estimation of Adversarial Risk in Large Language Models under Best-of-N Sampling

Mingqian Feng, Xiaodong Liu, Weiwei Yang +3

Large Language Models (LLMs) are typically evaluated for safety under single-shot or low-budget adversarial prompting, which underestimates real-world risk. In practice, attackers…