PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems Paper • 2606.22388 • Published 17 days ago • 95
Multi-Turn Reflective Masking Elicits Reasoning in Mask Diffusion Models Paper • 2606.16700 • Published 23 days ago • 14
EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Paper • 2606.18967 • Published 21 days ago • 24
Redesign Mixture-of-Experts Routers with Manifold Power Iteration Paper • 2606.12397 • Published 28 days ago • 89
Language Models Need Sleep: Learning to Self-Modify and Consolidate Memories Paper • 2606.03979 • Published Jun 2 • 29
World Models Meet Language Models: On the Complementarity of Concrete and Abstract Reasoning Paper • 2606.03603 • Published Jun 2 • 29
KVarN: Variance-Normalized KV-Cache Quantization Mitigates Error Accumulation in Reasoning Tasks Paper • 2606.03458 • Published Jun 2 • 67
From Activation to Causality: Discovery of Causal Visual Representations in the Human Brain Paper • 2605.23895 • Published May 22 • 54
Harness-1: Reinforcement Learning for Search Agents with State-Externalizing Harnesses Paper • 2606.02373 • Published Jun 1 • 59
On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters Paper • 2606.02437 • Published Jun 1 • 237
SkillOpt: Executive Strategy for Self-Evolving Agent Skills Paper • 2605.23904 • Published May 22 • 252
You Only Need Minimal RLVR Training: Extrapolating LLMs via Rank-1 Trajectories Paper • 2605.21468 • Published May 20 • 51