δ-mem Trades Long Context for an 8×8 State Matrix

Featured

• $\delta$-mem: Efficient Online Memory for Large Language Models score 10
  入选 HF Daily Papers; HF 热度: 99 upvotes (+4); 有代码实现; 关键词(2): lightweight, fine-tuning
• SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture score 10
  入选 HF Daily Papers; HF 热度: 157 upvotes (+4); 有代码实现; 关键词(4): post-training, agentic, reasoning, vision-language
• Prompt-Activation Duality: Improving Activation Steering via Attention-Level Interventions score 7
  入选 HF Daily Papers; HF 热度: 8 upvotes (+2); 有代码实现
• Mela: Test-Time Memory Consolidation based on Transformation Hypothesis score 7
  入选 HF Daily Papers; HF 热度: 6 upvotes (+2); 有代码实现
• LychSim: A Controllable and Interactive Simulation Framework for Vision Research score 7
  入选 HF Daily Papers; HF 热度: 4 upvotes (+1); 有代码实现; 关键词(5): serving, pretraining, agentic, reasoning, synthetic data
• DeepRefine: Agent-Compiled Knowledge Refinement via Reinforcement Learning score 7
  入选 HF Daily Papers; HF 热度: 3 upvotes (+1); 有代码实现; 关键词(1): reasoning
• AutoLLMResearch: Training Research Agents for Automating LLM Experiment Configuration -- Learning from Cheap, Optimizing Expensive score 7
  入选 HF Daily Papers; HF 热度: 3 upvotes (+1); 有代码实现; 关键词(2): agentic, reasoning
• CausalCine: Real-Time Autoregressive Generation for Multi-Shot Video Narratives score 8
  入选 HF Daily Papers; HF 热度: 21 upvotes (+4); 关键词(1): real-time
• NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation score 7
  入选 HF Daily Papers; HF 热度: 9 upvotes (+2); 有代码实现
• LongMemEval-V2: Evaluating Long-Term Agent Memory Toward Experienced Colleagues score 7
  入选 HF Daily Papers; HF 热度: 4 upvotes (+1); 有代码实现; 关键词(3): latency, RAG, coding

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