The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning Paper • 2606.29526 • Published 11 days ago • 157
One Model, Many Latencies: Universal Speech Enhancement for Diverse Real-Time Applications Paper • 2606.25621 • Published 15 days ago • 22
SAE Interventions are Unreliable: Post-Intervention Recovery of Suppressed Behavior Paper • 2606.18322 • Published 23 days ago • 17
Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models Paper • 2606.03988 • Published Jun 3 • 126
One Click per Cell Type Suffices: Training-free Group Interaction for Cell Instance Segmentation Paper • 2605.29429 • Published May 28 • 8
Thinking Before Constraining: A Unified Decoding Framework for Large Language Models Paper • 2601.07525 • Published May 28 • 10
FlowLong: Inference-time Long Video Generation via Manifold-constrained Tweedie Matching Paper • 2605.20910 • Published May 20 • 29
PEEK: Context Map as an Orientation Cache for Long-Context LLM Agents Paper • 2605.19932 • Published May 19 • 7
CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence Paper • 2605.12882 • Published May 13 • 274
Position: LLM Inference Should Be Evaluated as Energy-to-Token Production Paper • 2605.11733 • Published May 12 • 3
MASCing: Configurable Mixture-of-Experts Behavior via Activation Steering Masks Paper • 2604.27818 • Published Apr 30 • 5
From Context to Skills: Can Language Models Learn from Context Skillfully? Paper • 2604.27660 • Published May 3 • 171
LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model Paper • 2604.20796 • Published Apr 22 • 245
GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents Paper • 2604.07429 • Published Apr 8 • 123
SkillClaw: Let Skills Evolve Collectively with Agentic Evolver Paper • 2604.08377 • Published Apr 9 • 295
Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability Paper • 2604.06628 • Published Apr 8 • 329
Emergent Compositional Communication for Latent World Properties Paper • 2604.03266 • Published Mar 18 • 7
DataFlex: A Unified Framework for Data-Centric Dynamic Training of Large Language Models Paper • 2603.26164 • Published Mar 27 • 365