水印实现bit级溯源，扩散VLM进GUI定位

也值得关注

• Neighbor-Aware Localized Concept Erasure in Text-to-Image Diffusion Models score 4
  关键词(1): text-to-image；顶会接收: CVPR
• FairLLaVA: Fairness-Aware Parameter-Efficient Fine-Tuning for Large Vision-Language Assistants score 4
  关键词(4): lightweight, fine-tuning, instruction tuning, vision-language；顶会接收: CVPR
• QuitoBench: A High-Quality Open Time Series Forecasting Benchmark score 4
  机构: Zhejiang University；关键词(2): scaling, open-source
• Bridging Pixels and Words: Mask-Aware Local Semantic Fusion for Multimodal Media Verification score 4
  关键词(1): reasoning；顶会接收: CVPR
• MUST: Modality-Specific Representation-Aware Transformer for Diffusion-Enhanced Survival Prediction with Missing Modality score 4
  关键词(2): deployment, latency；顶会接收: CVPR
• When Identities Collapse: A Stress-Test Benchmark for Multi-Subject Personalization score 4
  关键词(1): text-to-image；顶会接收: CVPR
• CD-Buffer: Complementary Dual-Buffer Framework for Test-Time Adaptation in Adverse Weather Object Detection score 4
  关键词(2): lightweight, real-time；顶会接收: CVPR
• Gaussian Shannon: High-Precision Diffusion Model Watermarking Based on Communication score 4
  关键词(2): deployment, fine-tuning；顶会接收: CVPR
• Towards GUI Agents: Vision-Language Diffusion Models for GUI Grounding score 4
  关键词(4): latency, pretraining, reasoning, vision-language；顶会接收: CVPR
• GeoGuide: Hierarchical Geometric Guidance for Open-Vocabulary 3D Semantic Segmentation score 4
  关键词(1): distillation；顶会接收: CVPR
• Label-Free Cross-Task LoRA Merging with Null-Space Compression score 4
  关键词(4): compression, fine-tuning, finetuning, vision-language；顶会接收: CVPR
• Verify Claimed Text-to-Image Models via Boundary-Aware Prompt Optimization score 4
  关键词(1): text-to-image；顶会接收: CVPR
• CPUBone: Efficient Vision Backbone Design for Devices with Low Parallelization Capabilities score 4
  关键词(1): latency；顶会接收: CVPR
• How Open Must Language Models be to Enable Reliable Scientific Inference? score 4
  机构: MIT；关键词(1): deployment
• MA-Bench: Towards Fine-grained Micro-Action Understanding score 4
  关键词(2): fine-tuning, reasoning；顶会接收: CVPR