千段视频接通4D，六成头更新可删

重点关注

• VibeLifeBench: Can Your Life Agent Be Proactive and Persistent in a Living World? score 9
  入选 HF Daily Papers；HF 热度: 17 upvotes (+3)；有代码实现；关键词(1): open-source

也值得关注

• SPIEval: Evaluating Large Language Models as Mobile Assistants over Scattered Personal Information score 7
  入选 HF Daily Papers；HF 热度: 11 upvotes (+3)；关键词(1): reasoning
• Flow Straight to Reality: Perceptually Consistent Flow Matching for Efficient Image Restoration score 4
  关键词(1): lightweight；顶会接收: ECCV
• UniProbe: A Learnable Token-Level Hallucination Detector for Large VLMs using Multi-Structural Internal Representations score 4
  机构: NVIDIA；关键词(5): lightweight, latency, fine-tuning, reasoning, vision-language
• Diffract: Spectral View of LLM Domain Adaptation score 4
  关键词(2): pre-training, open-source；顶会接收: ICML
• Every Packet Counts: Dispersing Information for Loss-Resilient Learned Image Compression score 4
  机构: Huawei；关键词(2): compression, coding
• A second-order theory of texture for depth from focus score 3
  机构: CMU
• DSAR: Dual-Stream Autoregressive Modeling of Temporal Cloth Dynamics for Photorealistic Animatable Avatars score 3
  顶会接收: ECCV
• Beyond Pixels: From Video Priors to 4D Worlds score 9
  入选 HF Daily Papers；HF 热度: 171 upvotes (+4)；有代码实现
• Beyond Fixed Luminance: Towards Panchromatic and Orthochromatic Image Colorization score 3
  顶会接收: ECCV
• HNDiff: Haze-Noise Diffusion for Image Dehazing score 3
  顶会接收: ECCV