What Does Multi-Turn Reinforcement Learning Really Improve in LLM Agents? Paper • 2611.06483 • Published 1 day ago • 29
Making MLLM Latents Matter: Factor-Aware Predictive Learning for Cinematic Video Generation Paper • 2610.30926 • Published 14 days ago • 29
SolarRenderer: Few-Step Generative Reference Rendering Paper • 2610.28630 • Published 17 days ago • 52
MT Forcing: Towards Stable and Consistent Multi-Turn Image Editing with Autoregressive Diffusion Paper • 2610.25404 • Published 19 days ago • 40
Orbia: Do Generated Videos Form a Consistent 3D World? Paper • 2610.20693 • Published 23 days ago • 33
RAR: Rate-Adaptive Rollout for Time-Consistent Interactive World Models Paper • 2610.16302 • Published 24 days ago • 13
SolarWM Collection Family-specific checkpoints, released data, and paper for SolarWM long-horizon interactive video world models. • 7 items • Updated Sep 10 • 12
Mask Forcing: Improving Autoregressive Video Diffusion Distillation via Dual-Noise Masking Rollout Paper • 2609.09123 • Published Sep 8 • 27
Mask Forcing: Improving Autoregressive Video Diffusion Distillation via Dual-Noise Masking Rollout Paper • 2609.09123 • Published Sep 8 • 27
Pseudo-Unification: Entropy Probing Reveals Divergent Information Patterns in Unified Multimodal Models Paper • 2604.10949 • Published Apr 13 • 14
SolarWM: Open Data and Scalable Training for Long-Horizon Video World Models Paper • 2609.02886 • Published Sep 2 • 114
SolarWM: Open Data and Scalable Training for Long-Horizon Video World Models Paper • 2609.02886 • Published Sep 2 • 114
Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning Paper • 2608.03571 • Published Aug 6 • 42
SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs Paper • 2608.03573 • Published Aug 6 • 56
EVA-Client: A Unified Data Collection, Inference, and Deployment Framework for Embodied Policies on Real Robots Paper • 2607.02646 • Published Jul 2 • 26
Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning Paper • 2606.27828 • Published Jun 26 • 26
Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning Paper • 2606.27828 • Published Jun 26 • 26