Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning Paper • 2609.03430 • Published 18 days ago • 186
Cliff: Learning Process Rewards from the First Mistake Paper • 2609.02817 • Published 19 days ago • 19
Evaluating the Hidden Costs of Personalization in Large Language Models Paper • 2608.28833 • Published 24 days ago • 30
PACE-Bench: Benchmarking Physics Adaptation via Code Evolution in Dynamic Environments Paper • 2608.14441 • Published Aug 14 • 29
LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers Paper • 2608.06867 • Published Aug 7 • 114
AI4AI at Test-Time: Strong-to-Weak Capability Transfer via Harnesses Paper • 2608.12307 • Published Aug 12 • 115
Frontis-MA1: Training an AI4AI Model towards Recursive Self-Improvement in Machine Learning Engineering Paper • 2607.28568 • Published Jul 30 • 188
PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems Paper • 2606.22388 • Published Jun 21 • 97
Brick-Composer: Using MLLMs for Assembly with Diverse Bricks Paper • 2606.05445 • Published Jun 3 • 8
AdaPlanBench: Evaluating Adaptive Planning in Large Language Model Agents under World and User Constraints Paper • 2606.05622 • Published Jun 4 • 45
Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe Paper • 2604.13016 • Published Apr 14 • 116
CreativityBench: Evaluating Agent Creative Reasoning via Affordance-Based Tool Repurposing Paper • 2605.02910 • Published May 6 • 24
UserRL: Training Interactive User-Centric Agent via Reinforcement Learning Paper • 2509.19736 • Published Sep 24, 2025 • 13
UserBench: An Interactive Gym Environment for User-Centric Agents Paper • 2507.22034 • Published Jul 29, 2025 • 31