部署闭环加速6.98倍，改计划提13.3点

也值得关注

• The Plan, Not the Decoder: Diagnosing and Repairing Compositional Failure in Reasoning-Augmented Text-to-Image Generation score 4
  关键词(2): reasoning, text-to-image；顶会接收: ECCV
• FCPRAG: Fusion-Controller Parametric Retrieval-Augmented Generation for Stable Multi-Passage LoRA Injection score 4
  关键词(3): lightweight, retrieval-augmented, RAG；顶会接收: EMNLP
• GUI-Primitives: Diagnosing Spatial Reasoning Failures in Vision-Language GUI Grounding score 4
  关键词(2): reasoning, vision-language；顶会接收: EMNLP
• LLM4LLM: Bridging Kernel Benchmarks and Real Deployment via Closed-Loop Agentic Optimization score 4
  关键词(3): deployment, latency, agentic；顶会接收: EMNLP
• HiDiffTIR: Hierarchical Difficulty-Aware Policy Optimization for Multi-Turn Tool-Integrated Reasoning score 4
  关键词(1): reasoning；顶会接收: EMNLP
• VIG: Visual Information Gain as a Reward Signal for Multimodal Chain-of-Thought Compression score 4
  关键词(3): compression, GRPO, reasoning；顶会接收: EMNLP
• EDGE: Experience-Distillation for Guided Exploration in Agentic Reinforcement Learning score 4
  关键词(4): distillation, edge, GRPO, agentic；顶会接收: EMNLP
• SSDi8: Accurate and Efficient 8-bit Quantization for State Space Duality score 4
  关键词(6): compression, quantization, latency, post-training, state space；顶会接收: ICLR
• ToSCA: Leveraging Hierarchical Reinforcement Learning on Temporal and Strategic Abstractions of Conversational Agents score 4
  关键词(1): PPO；顶会接收: EMNLP
• Decision-Support and Modeling with Large Language Models for Geothermal Well Arrays score 4
  机构: Stanford；关键词(3): production, edge, code generation
• SweepLSD: A One-Pass, O(width)-Memory Line Segment Detector with an Integer-Only Streaming Core and a Real-Time FPGA Realization score 4
  机构: MIT；关键词(2): real-time, open-source
• PropUQ-MAS: Propagation-Aware Uncertainty Quantification for LLM Multi-Agent Systems score 4
  关键词(1): reasoning；顶会接收: EMNLP
• SSE-Bio: A Structured Self-Evolving Agent with Agentic Retrieval Policy for Multi-Hop Biomedical Reasoning score 4
  关键词(2): agentic, reasoning；顶会接收: EMNLP
• Lexical Perturbations Disrupt LLM Reasoning: An Empirical Study of Attention Diversion score 4
  关键词(1): reasoning；顶会接收: EMNLP
• Ask or Answer: A Decision Framework for Multi-Turn Health Misinformation Intervention score 3
  顶会接收: EMNLP