Continual Learning Mechanisms Compose for Long-Horizon Memorization Paper • 2609.06986 • Published Sep 7 • 376
Skill-MAS: Evolving Meta-Skill for Automatic Multi-Agent Systems Paper • 2606.18837 • Published Jun 17 • 11
From RLVR to RLSVR: Task Transformation Induces Self-Verifiable Rewards for Open-Ended LLM Self-Improvement Paper • 2607.23802 • Published Jul 26 • 97
PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems Paper • 2606.22388 • Published Jun 21 • 96
Multi-Turn Reflective Masking Elicits Reasoning in Mask Diffusion Models Paper • 2606.16700 • Published Jun 15 • 15
EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Paper • 2606.18967 • Published Jun 17 • 25
Redesign Mixture-of-Experts Routers with Manifold Power Iteration Paper • 2606.12397 • Published Jun 10 • 91
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 • 53
Harness-1: Reinforcement Learning for Search Agents with State-Externalizing Harnesses Paper • 2606.02373 • Published Jun 1 • 59