榜单分预测不了部署，机械臂自迭代99%

重点关注

• FreeStyle: Free Control of Style-Content Dual-Reference Generation from Community LoRA Mining score 9
  入选 HF Daily Papers；HF 热度: 23 upvotes (+4)；有代码实现
• Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents score 8
  入选 HF Daily Papers；HF 热度: 25 upvotes (+4)；关键词(3): deployment, agentic, reasoning
• Think Again or Think Longer? Selective Verification for Budget-Aware Reasoning score 7
  入选 HF Daily Papers；HF 热度: 3 upvotes (+1)；有代码实现；关键词(3): deployment, serving, reasoning
• ENPIRE: Agentic Robot Policy Self-Improvement in the Real World score 6
  入选 HF Daily Papers；HF 热度: 8 upvotes (+2)；关键词(4): agentic, tool use, coding, robotics
• Holo-World: Unified Camera, Object and Weather Control for Video World Model score 6
  入选 HF Daily Papers；HF 热度: 4 upvotes (+1)；有代码实现

也值得关注

• JAMER: Project-Level Code Framework Dataset and Benchmark on Professional Game Engines score 5
  入选 HF Daily Papers；HF 热度: 3 upvotes (+1)；关键词(2): coding, open-source
• SpatialSV: Internalizing Interpretable 3D Spatial Awareness in MLLMs via Task-Oriented Visual Supervision score 4
  关键词(1): distillation；顶会接收: IJCAI
• Spatial-Aware Reduction Framework: Towards Efficient and Faithful Visual State Space Models score 4
  关键词(4): compression, pruning, state space, mamba；顶会接收: ICML
• Beyond Static Endpoints: Tool Programs as an Interface for Flexible Agentic Web Services score 4
  关键词(2): latency, agentic；顶会接收: ICML
• FrozenDrive: Zero-Shot Text-Guided Driving Scene Generation and Data Augmentation with Parameter-Free Frozen Diffusion Model score 4
  关键词(2): fine-tuning, synthetic data；顶会接收: ECCV
• HilDA: Hierarchical Distillation with Diffusion for Advancing Self-Supervised LiDAR Pre-trainin score 4
  关键词(2): distillation, pretraining；顶会接收: ECCV
• Federated Bilevel Performative Prediction score 3
  顶会接收: ICML
• Linear Recurrent Unit with Semantic Modulation for Image Super-Resolution score 3
  顶会接收: CVPR
• Triangular Consistency as a Universal Constraint for Learning Optical Flow score 3
  顶会接收: ECCV
• Residual-Space Evolutionary Optimization via Flow-based Generative Models score 3
  顶会接收: ICML
• Geometry-Preserving in 3D Gaussian Splatting for LiDAR-Camera Extrinsic Calibration score 3
  顶会接收: ECCV
• Pixel-Level Residual Diffusion Transformer: Scalable 3D CT Volume Generation score 3
  顶会接收: ICLR
• Off-Policy Evaluation for Missingness-Aware Policies in MDPs with Rewards Missing Not at Random score 3
  顶会接收: ICML
• ELVA: Exploring Ranking-Driven Universal Multimodal Retrieval score 3
  顶会接收: ECCV
• Boundary Embedding Shaping with Adaptive Contrastive Learning for Graph Structural Disentanglement score 3
  顶会接收: ICML