HuggingFace
JEPA-Anything: Learning Predictive Models across Different Worlds
World modeling enables intelligence to anticipate consequences, guide interventions, and learn from interaction. Yet ...
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HuggingFace
Video DeltaNet: A Video-Native Hybrid Attention for Livestream Video Generation
Video diffusion models repeatedly process long spatiotemporal token sequences during denoising, making attention a ma...
HuggingFace
UFO: Chain-of-Evaluation for Omni-Condition Alignment in Multi-Modal Image Generation
Multi-modal image generation, particularly subject-driven customization, has garnered growing attention in recent yea...
HuggingFace
DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression
The widespread adoption of long-horizon agents has made model workloads increasingly input-heavy. Although prior work...
HuggingFace
What Does Privileged Information Add to On-Policy Self-Distillation?
On-policy self-distillation (OPSD) lets a language model learn from a frozen copy of itself that sees an answer or a ...
HuggingFace
Reflect, Revise, Reuse: Training-Free Skill Evolution for GUI Agents
GUI agents execute long-horizon tasks on dynamic graphical user interfaces, where pop-ups, delayed loads, and relocat...
HuggingFace
When2Think: Learning Difficulty-Aware Length Control for Efficient Hybrid Reasoning Models
Large Reasoning Models (LRMs) achieve strong performance on complex tasks but exhibit systematic inefficiency: they o...
HuggingFace
RetireOPD: Self-Retiring On-Policy Distillation for Agentic Reinforcement Learning
Multi-turn agents trained with reinforcement learning (RL) receive a single scalar reward per trajectory, which motiv...
HuggingFace
WeVisDoc: From Coverage to Capability for Robust End-to-End Document Parsing
Document parsing converts document images into structured content and requires reliable performance across diverse la...
HuggingFace
PACT: Can Enterprise AI Assistants Be Trusted Under Pressure?
As corporate AI adoption continues to grow, enterprise-grade LLM agents are being deployed into sensitive contexts su...
HuggingFace
When EOS Tokens Disagree: Understanding Length Inflation in On-Policy Distillation
We study length inflation in on-policy distillation (OPD), where student responses can become excessively long and ev...
HuggingFace
FAMOS: Feed-Forward 3D Articulation Modeling from Sparse Observations
Modeling articulated objects from sparse monocular views is challenging because each observation reveals only partial...