From RLVR to RLSVR: Task Transformation Induces Self-Verifiable Rewards for Open-Ended LLM Self-Improvement Paper • 2607.23802 • Published 17 days ago • 105
Agent Memory Distillation: Empowering Small LLM Agents with Hierarchical Teacher Memory Paper • 2608.07169 • Published 5 days ago • 31
Lightning OPD: Efficient Post-Training for Large Reasoning Models with Offline On-Policy Distillation Paper • 2604.13010 • Published Apr 14 • 20
Evolution Fine-Tuning: Learning to Discover Across 371 Optimization Tasks Paper • 2606.29082 • Published Jun 27 • 42
Nemotron-Cascade 2: Post-Training LLMs with Cascade RL and Multi-Domain On-Policy Distillation Paper • 2603.19220 • Published Mar 19 • 70
Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients Paper • 2606.18216 • Published Jun 16 • 65
SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning Paper • 2606.13673 • Published Jun 11 • 111
TIDE: Proactive Multi-Problem Discovery via Template-Guided Iteration Paper • 2606.04743 • Published Jun 3 • 47
OmniRetrieval: Unified Retrieval across Heterogeneous Knowledge Sources Paper • 2605.29250 • Published May 28 • 81