view article Article Welcome Muse Spark Open: open-weight frontier multimodal mixture-of-experts model from Meta +6 pcuenq, merve, burtenshaw, guarin, qgallouedec, alvarobartt, Serveurperso, Jundot • about 1 month ago • 76
LifeSearch: Benchmarking Deep Research Agents for Real-World Life and Productivity Paper • 2610.18092 • Published Oct 13 • 12
DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Paper • 2607.07820 • Published Jul 8 • 95
Demystifying On-Policy Distillation: Roles, Pathologies, and Regulations Paper • 2607.13399 • Published Jul 15 • 18
TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training Paper • 2607.05804 • Published Jul 7 • 19
STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability Paper • 2606.19236 • Published Jun 17 • 11
PatchWorld: Gradient-Free Optimization of Executable World Models Paper • 2605.30880 • Published May 29 • 12
PlanningBench: Generating Scalable and Verifiable Planning Data for Evaluating and Training Large Language Models Paper • 2605.20873 • Published May 20 • 43
Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models Paper • 2603.01571 • Published Mar 2 • 34
RubricBench: Aligning Model-Generated Rubrics with Human Standards Paper • 2603.01562 • Published Mar 2 • 61
AOrchestra: Automating Sub-Agent Creation for Agentic Orchestration Paper • 2602.03786 • Published Feb 3 • 90
DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation Paper • 2601.09688 • Published Jan 14 • 127