Adaptive Decoding Hits 4.2x, Joint Training 10x Faster

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• BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding score 10
  入选 HF Daily Papers; HF 热度: 71 upvotes (+4); 有代码实现; 关键词(1): lightweight
• GEAR: Guided End-to-End AutoRegression for Image Synthesis score 10
  入选 HF Daily Papers; HF 热度: 30 upvotes (+4); 有代码实现; 关键词(1): text-to-image
• Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs score 12
  机构: Yale; 入选 HF Daily Papers; HF 热度: 21 upvotes (+4); 有代码实现
• QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents score 9
  入选 HF Daily Papers; HF 热度: 10 upvotes (+3); 有代码实现; 关键词(1): distillation
• TerraDiT-$\Omega$: Unified Spatial Control for Satellite Image Synthesis with Any Geospatial Primitive score 7
  入选 HF Daily Papers; HF 热度: 4 upvotes (+1); 有代码实现; 关键词(1): synthetic data
• MuSViT: A Foundation Vision Model for Sheet Music Representation score 8
  入选 HF Daily Papers; HF 热度: 5 upvotes (+2); 有代码实现; 关键词(1): fine-tuning
• MemLearner: Learning to Query Context memory for Video World Models score 7
  入选 HF Daily Papers; HF 热度: 22 upvotes (+4)
• DataEvolver: Self-Evolving Multi-Agent Data Construction for Text-Rich Image Generation score 7
  入选 HF Daily Papers; HF 热度: 22 upvotes (+4)
• PhotoQuilt: Training-Free Arbitrary-Resolution Photomosaics via Bootstrapped Tiled Denoising score 9
  入选 HF Daily Papers; HF 热度: 24 upvotes (+4); 有代码实现
• Xiaomi-GUI-0 Technical Report score 7
  入选 HF Daily Papers; HF 热度: 12 upvotes (+3); 关键词(4): deployment, fine-tuning, agentic, vision-language

Also Worth Noting

• When Does Learning to Stop Help? A Cost-Aware Study of Early Exits in Reasoning Models score 4
  机构: Stanford; 关键词(2): serving, reasoning
• Adaptive Cluster-First Route-Second Decomposition for Industrial-Scale Vehicle Routing score 4
  机构: Carnegie Mellon; 关键词(1): reasoning
• PriorEye: Geospatial Visual Priors for End-to-End Autonomous Driving score 4
  关键词(1): real-time; 顶会接收: ECCV