Learning to Read Out: Unembedding Dynamics in Language Model Pretraining Paper • 2610.21025 • Published 7 days ago • 9
Beyond Policy Rollouts: Embedding-Space Directional Exploration with Anchored Noise for LLM RLVR Paper • 2610.16105 • Published 9 days ago • 15
Embeddings Are Overpriced? A Frozen 16 MB Vocabulary for Small and Ternary Language Models Paper • 2610.22428 • Published 6 days ago • 13
Factorization-Guided Training and Inference for Diffusion-Drafted Speculative Decoding Paper • 2610.23935 • Published 14 days ago • 7
Self-Retrospection Distillation: Turning Post-hoc Experiences into Prior Foresight Paper • 2610.08077 • Published 15 days ago • 190
VideoJev: System One Model for Video Understanding and Interaction Paper • 2610.18615 • Published 8 days ago • 377
LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence Paper • 2609.17488 • Published Sep 15 • 803
SpecMRL: Redesign Matryoshka Representation Learning within Parametric Spectrum Paper • 2610.26824 • Published 2 days ago • 81
VideoLoop: Looped Working Memory Against Semantic Thrashing in Long-Form Video Agents Paper • 2609.38119 • Published 22 days ago • 12
AutoRef: Harness Optimization for Agentic Multi-Reference Image Generation Paper • 2609.35530 • Published 23 days ago • 23
Periodic Weak Spots: Phase Sensitivity from Chunked KV-Cache Compression Paper • 2609.36322 • Published 23 days ago • 119
Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models Paper • 2606.11324 • Published Jun 9 • 166
ICA Lens: Interpreting Language Models Without Training Another Dictionary Paper • 2606.11722 • Published Jun 10 • 18
Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning Paper • 2606.11683 • Published Jun 10 • 31
Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions Paper • 2606.09076 • Published Jun 8 • 67
Redesign Mixture-of-Experts Routers with Manifold Power Iteration Paper • 2606.12397 • Published Jun 10 • 91
Your UnEmbedding Matrix is Secretly a Feature Lens for Text Embeddings Paper • 2606.07502 • Published Jun 5 • 100
SPARKLING: Balancing Signal Preservation and Symmetry Breaking for Width-Progressive Learning Paper • 2602.02472 • Published Feb 2 • 48