SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness Paper • 2609.20519 • Published 8 days ago • 130
PLC-DPO: Posterior Label Correction in Noisy and Ambiguous Preference Optimization Paper • 2608.30597 • Published 25 days ago • 27
Online Draft Co-Training for Speculative Decoding in Large-Scale, Long-Context RL Post-Training Paper • 2609.07108 • Published 18 days ago • 36
Eliciting Weak-to-Strong Generalization with On-Policy Reverse Distillation Paper • 2609.08798 • Published 17 days ago • 82
WHALE: A Simple Recipe for Joint Harness-Weight Optimization Paper • 2609.00196 • Published 25 days ago • 37
Meta^n: Recursive Self-Improvement through Emergent Depth Paper • 2608.24735 • Published about 1 month ago • 16
SkillCoach: Self-Evolving Rubrics for Evaluating and Enhancing Agentic Skill-Use Paper • 2607.01874 • Published Jul 2 • 22
LLM-as-a-Tutor: Policy-Aware Prompt Adaptation for Non-Verifiable RL Paper • 2607.04412 • Published Jul 5 • 36
Evolution Fine-Tuning: Learning to Discover Across 371 Optimization Tasks Paper • 2606.29082 • Published Jun 27 • 43
SoCRATES: Towards Reliable Automated Evaluation of Proactive LLM Mediation across Domains and Socio-cognitive Variations Paper • 2606.05563 • Published Jun 4 • 56
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Paper • 2605.18703 • Published May 18 • 50
OmniRetrieval: Unified Retrieval across Heterogeneous Knowledge Sources Paper • 2605.29250 • Published May 28 • 79
mSFT: Addressing Dataset Mixtures Overfiting Heterogeneously in Multi-task SFT Paper • 2603.21606 • Published Mar 23 • 39
MolHIT: Advancing Molecular-Graph Generation with Hierarchical Discrete Diffusion Models Paper • 2602.17602 • Published Feb 19 • 56
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text Paper • 2601.22975 • Published Jan 30 • 113