Running Out of RL Training Data? Just Combine the Easy Problems

Featured

• MiniCPM-SALA: Hybridizing Sparse and Linear Attention for Efficient Long-Context Modeling score 7
  入选 HF Daily Papers; HF 热度: 5 upvotes (+2); 关键词(6): efficient, efficiency, inference, transformer, attention
• DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing score 9
  入选 HF Daily Papers; HF 热度: 72 upvotes (+4); 关键词(9): efficient, lightweight, deployment, fine-tuning, GRPO
• Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation score 9
  入选 HF Daily Papers; HF 热度: 55 upvotes (+4); 关键词(4): scaling, distillation, code generation, reasoning
• GigaBrain-0.5M*: a VLA That Learns From World Model-Based Reinforcement Learning score 9
  入选 HF Daily Papers; HF 热度: 45 upvotes (+4); 关键词(4): deployment, reasoning, vision-language, benchmark
• Thinking with Drafting: Optical Decompression via Logical Reconstruction score 9
  入选 HF Daily Papers; HF 热度: 31 upvotes (+4); 关键词(3): reasoning, multimodal, benchmark
• LawThinker: A Deep Research Legal Agent in Dynamic Environments score 9
  入选 HF Daily Papers; HF 热度: 31 upvotes (+4); 关键词(3): agent, reasoning, benchmark
• Think Longer to Explore Deeper: Learn to Explore In-Context via Length-Incentivized Reinforcement Learning score 9
  入选 HF Daily Papers; HF 热度: 26 upvotes (+4); 关键词(2): scaling, reasoning
• Stroke of Surprise: Progressive Semantic Illusions in Vector Sketching score 9
  入选 HF Daily Papers; HF 热度: 26 upvotes (+4); 关键词(2): distillation, serving
• Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models score 8
  入选 HF Daily Papers; HF 热度: 86 upvotes (+4); 关键词(1): reasoning
• dVoting: Fast Voting for dLLMs score 8
  入选 HF Daily Papers; HF 热度: 19 upvotes (+3); 关键词(4): scaling, fast, diffusion, reasoning

Also Worth Noting

• scPilot: Large Language Model Reasoning Toward Automated Single-Cell Analysis and Discovery score 4
  关键词(1): reasoning; 顶会接收: NeurIPS
• PLESS: Pseudo-Label Enhancement with Spreading Scribbles for Weakly Supervised Segmentation score 4
  机构: Oxford; 关键词(1): cost
• AssetFormer: Modular 3D Assets Generation with Autoregressive Transformer score 4
  关键词(1): transformer; 顶会接收: ICLR
• Credit Where It is Due: Cross-Modality Connectivity Drives Precise Reinforcement Learning for MLLM Reasoning score 2
  关键词(4): lightweight, attention, reasoning, multimodal
• ADRD-Bench: A Preliminary LLM Benchmark for Alzheimer's Disease and Related Dementias score 2
  关键词(3): reasoning, benchmark, evaluation
• EM-Aware Physical Synthesis: Neural Inductor Modeling and Intelligent Placement & Routing for RF Circuits score 2
  关键词(3): fast, inference, real-time
• Assessing Low Back Movement with Motion Tape Sensor Data Through Deep Learning score 2
  关键词(3): inference, cost, synthetic data
• A Dual-Branch Framework for Semantic Change Detection with Boundary and Temporal Awareness score 2
  关键词(2): edge, reasoning
• When Audio-LLMs Don't Listen: A Cross-Linguistic Study of Modality Arbitration score 2
  关键词(5): fine-tuning, reasoning, speech, audio, benchmark
• Arbitrary Ratio Feature Compression via Next Token Prediction score 2
  关键词(3): efficiency, compression, inference
• Jailbreaking Leaves a Trace: Understanding and Detecting Jailbreak Attacks from Internal Representations of Large Language Models score 2
  关键词(7): lightweight, deployment, inference, fine-tuning, mamba