Mage-VL-Cowork: A Full Training Recipe to Learn Hybrid Computer Use From Evolved Harnesses Paper • 2610.40747 • Published 14 days ago • 22
CarryOn: A Dual-Loop Harness for Personalized and Reliable Robot Assistance Paper • 2610.21453 • Published 28 days ago • 12
Native Action-Prior Learning from Videos for World Action Models Paper • 2610.03391 • Published Oct 2 • 56
On-Policy Parameter Update Direction Underlies Generalization in LLM Post-Training Paper • 2609.36659 • Published Sep 29 • 15
Scaling Trajectories for Complex Tasks through Recursive Self-Rewrite Paper • 2610.02826 • Published Oct 2 • 38
FrameMorrow: Future-guided Frame Selection with Prospective Tokens for Long-Horizon Video Generation Paper • 2609.38839 • Published Sep 30 • 50
MotorMind: Scaffolding General Vision Language Models for Zero-Shot Robot Manipulation Paper • 2609.38078 • Published Sep 29 • 38
Does Learning Protein Folding Generalize to Broader Reasoning? Paper • 2609.38879 • Published Sep 30 • 39
ZimaBlue: Evolving Generalizable World Action Models through Scalable Video Pre-training Paper • 2609.00188 • Published Aug 31 • 50
Beyond Data Scaling: Representation-Centric Continued Pre-training for Vision-Language-Action Models Paper • 2608.27550 • Published Aug 27 • 70
VLAct Collection Beyond Data Scaling: Representation-Centric Continued Pre-training for Vision-Language-Action Models • 12 items • Updated Aug 31 • 3
StreamOPD: A Post-Training Recipe with Spatio-Temporal Cue Gating for Streaming Video Understanding Paper • 2608.16320 • Published Aug 17 • 11
Mage Collection A family of lightweight multimodal models, including understanding and generation. • 8 items • Updated Jul 26 • 35
StreamArena: Toward Continuous, Interactive, and Long-Horizon Agentic Streaming Video Understanding Paper • 2608.05703 • Published Aug 6 • 19
Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model Paper • 2607.24904 • Published Jul 27 • 38
SciForma: Structure-Faithful Generation of Scientific Diagrams Paper • 2607.18091 • Published Jul 20 • 25
Mage-Flow: An Efficient Native-Resolution Foundation Model for Image Generation and Editing Paper • 2607.19064 • Published Jul 21 • 76
ParaVT: Taming the Tool Prior Paradox for Parallel Tool Use in Agentic Video Reinforcement Learning Paper • 2605.20342 • Published May 19 • 31