V4把KV压到13.5%，视频记忆快10倍

重点关注

• Latent Spatial Memory for Video World Models score 12
  机构: Microsoft；入选 HF Daily Papers；HF 热度: 58 upvotes (+4)；有代码实现
• SpatialWorld: Benchmarking Interactive Spatial Reasoning of Multimodal Agents in Real-World Tasks score 10
  入选 HF Daily Papers；HF 热度: 39 upvotes (+4)；有代码实现；关键词(2): reasoning, open-source

也值得关注

• FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention score 13
  机构: DeepSeek；入选 HF Daily Papers；HF 热度: 52 upvotes (+4)；有代码实现；关键词(2): serving, reasoning
• From Shortcuts to Reasoning: Robust Post-Training of Theory of Mind with Reinforcement Learning score 4
  关键词(3): fine-tuning, post-training, reasoning；顶会接收: ICML
• Reliable to Expressive: A Curriculum for Rubric-Following Safety Judges score 4
  关键词(1): reasoning；顶会接收: ICML
• Culturally-Adapted Red-Teaming Across East and Southeast Asian Contexts: A Methodological and Comparative Analysis score 4
  关键词(1): open-source；顶会接收: ICML
• Temporal-Aware Reasoning Optimization for Video Temporal Grounding score 4
  关键词(1): reasoning；顶会接收: ICML
• EditSSC: Toward Editable Semantic Occupancy Scenes with Unconditional Diffusion Models score 4
  关键词(1): quantization；顶会接收: CVPR
• Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models score 4
  关键词(2): fine-tuning, pretraining；顶会接收: ICLR
• Deterministic Integrity Gates for LLM-Assisted Clinical Manuscript Preparation: An Auditable Biomedical Informatics Architecture score 4
  机构: MIT；关键词(2): production, open-source
• Difference-Aware Retrieval Policies for Imitation Learning score 4
  关键词(1): deployment；顶会接收: ICLR
• Bayesian Selective Latent Inference for Wastewater-First Influenza Monitoring score 3
  机构: Imperial College
• From 0-to-1 to 1-to-N: Reproducible Engineering Evidence for MetaAI Recursive Self-Design score 3
  机构: Tsinghua
• An 84-Format Numeric Catalog with Bit-Exact Conformance Vectors: A Vendor-Neutral Reference for FP8, BF16, MXFP4, and Microscaling Formats score 3
  机构: MIT
• Evaluating the Representation Space of Diffusion Models via Self-Supervised Principles score 3
  顶会接收: ICML