Loop as a Bridge: Can Looped Transformers Truly Link Representation Space and Natural Language Outputs? Paper • 2601.10242 • Published Jan 15 • 1
SMELT: Scaling Laws for Compute-Matched MoE Looped Transformers Paper • 2609.01343 • Published 11 days ago • 102
LoopArena: Benchmarking Models as Runtime Controllers for Loop Engineering Paper • 2608.28281 • Published 15 days ago • 106
Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning Paper • 2609.03430 • Published 9 days ago • 178
HarnessDev: Can LLMs Create and Evolve Their Own Agent Harness? Paper • 2609.01437 • Published 11 days ago • 264
Repo-To-Skill: Distilling GitHub Repositories Into AI4AI Skills Paper • 2609.02749 • Published 10 days ago • 543
Compile by Training: Turning Natural-Language Specifications into Local Neural Functions Paper • 2609.04199 • Published 9 days ago • 380
Co-RL: Unsupervised Reasoning Emerges from Diverse Cohort in Multi-agent RL Paper • 2608.17253 • Published 24 days ago • 97
Agentic ESOpt: Fine-Tuning Long-Horizon LLM Agents with Minimal GPU Requirements Paper • 2608.17310 • Published 25 days ago • 108
Learn What's Left, Not What's Mastered: Saturation Aware Advantage Reweighting for Multi-Reward Policy Optimization Paper • 2608.16072 • Published 26 days ago • 151
StateM: Reaching 95.3% Raw Accuracy, or a \$15 Frontier Run, on Terminal-Bench 2.1 via Harness Scaling Paper • 2608.15089 • Published 28 days ago • 446
EnvHarness: Awakening Static Worlds for Agent Learning Paper • 2608.19880 • Published 23 days ago • 275