文本扩散模型不再只是概念验证

重点关注

• Demo-ICL: In-Context Learning for Procedural Video Knowledge Acquisition score 9
  入选 HF Daily Papers；HF 热度: 29 upvotes (+4)；关键词(4): fine-tuning, preference, multimodal, benchmark
• LLaDA2.1: Speeding Up Text Diffusion via Token Editing score 11
  入选 HF Daily Papers；HF 热度: 57 upvotes (+4)；关键词(8): scaling, efficiency, fast, alignment, diffusion；Reddit r/ML 热议
• WorldCompass: Reinforcement Learning for Long-Horizon World Models score 11
  机构: Tencent；入选 HF Daily Papers；HF 热度: 18 upvotes (+3)；关键词(5): efficient, efficiency, fine-tuning, post-training, open-source
• iGRPO: Self-Feedback-Driven LLM Reasoning score 8
  入选 HF Daily Papers；HF 热度: 13 upvotes (+3)；关键词(4): efficient, PPO, GRPO, reasoning
• Weak-Driven Learning: How Weak Agents make Strong Agents Stronger score 9
  入选 HF Daily Papers；HF 热度: 235 upvotes (+4)；关键词(6): inference, post-training, agents, code generation, reasoning
• UI-Venus-1.5 Technical Report score 9
  入选 HF Daily Papers；HF 热度: 147 upvotes (+4)；关键词(2): agent, agents
• MOVA: Towards Scalable and Synchronized Video-Audio Generation score 9
  入选 HF Daily Papers；HF 热度: 144 upvotes (+4)；关键词(9): efficient, inference, fine-tuning, MoE, multimodal
• InternAgent-1.5: A Unified Agentic Framework for Long-Horizon Autonomous Scientific Discovery score 9
  入选 HF Daily Papers；HF 热度: 61 upvotes (+4)；关键词(2): agentic, reasoning
• SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning score 9
  入选 HF Daily Papers；HF 热度: 61 upvotes (+4)；关键词(5): distillation, agent, agents, reasoning, search
• Improving Data and Reward Design for Scientific Reasoning in Large Language Models score 9
  入选 HF Daily Papers；HF 热度: 37 upvotes (+4)；关键词(4): post-training, reasoning, evaluation, open-source

也值得关注

• AntigenLM: Structure-Aware DNA Language Modeling for Influenza score 4
  关键词(1): pretraining；顶会接收: ICLR
• On the Expressive Power of GNNs for Boolean Satisfiability score 4
  关键词(1): benchmark；顶会接收: ICLR
• Amortising Inference and Meta-Learning Priors in Neural Networks score 4
  关键词(1): inference；顶会接收: ICLR
• Trapped by simplicity: When Transformers fail to learn from noisy features score 3
  顶会接收: ICLR
• Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning score 2
  关键词(4): inference, reasoning, vision-language, embodied
• DAS-SK: An Adaptive Model Integrating Dual Atrous Separable and Selective Kernel CNN for Agriculture Semantic Segmentation score 2
  关键词(9): efficient, efficiency, lightweight, deployment, real-time
• Spherical Steering: Geometry-Aware Activation Rotation for Language Models score 2
  关键词(2): inference, cost
• Nexus: Inferring Join Graphs from Metadata Alone via Iterative Low-Rank Matrix Completion score 2
  关键词(4): efficient, fast, production, inference
• Large Language Models in Peer-Run Community Behavioral Health Services: Understanding Peer Specialists and Service Users' Perspectives on Opportunities, Risks, and Mitigation Strategies score 2
  关键词(2): efficiency, recommendation
• Chamelion: Reliable Change Detection for Long-Term LiDAR Mapping in Transient Environments score 2
  关键词(2): efficient, alignment
• Dreaming in Code for Curriculum Learning in Open-Ended Worlds score 2
  关键词(2): agents, benchmark
• Interpretable Dynamic Network Modeling of Tensor Time Series via Kronecker Time-Varying Graphical Lasso score 2
  关键词(2): edge, synthetic data
• Generative Regression for Left Ventricular Ejection Fraction Estimation from Echocardiography Video score 2
  关键词(2): diffusion, multimodal