Lance: Unified Multimodal Modeling by Multi-Task Synergy Paper • 2605.18678 • Published 13 days ago • 76
WTF GENIUS PAPERS Collection Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models. • 158 items • Updated 3 days ago • 31
Imagination Helps Visual Reasoning, But Not Yet in Latent Space Paper • 2602.22766 • Published Feb 26 • 44
GigaBrain-0.5M*: a VLA That Learns From World Model-Based Reinforcement Learning Paper • 2602.12099 • Published Feb 12 • 62
On the Entropy Dynamics in Reinforcement Fine-Tuning of Large Language Models Paper • 2602.03392 • Published Feb 3 • 59
Fast Autoregressive Video Diffusion and World Models with Temporal Cache Compression and Sparse Attention Paper • 2602.01801 • Published Feb 2 • 28
Towards Pixel-Level VLM Perception via Simple Points Prediction Paper • 2601.19228 • Published Jan 27 • 19
Linear representations in language models can change dramatically over a conversation Paper • 2601.20834 • Published Jan 28 • 21
Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting Paper • 2601.02151 • Published Jan 5 • 115
I-Con: A Unifying Framework for Representation Learning Paper • 2504.16929 • Published Apr 23, 2025 • 31
Pretraining Frame Preservation in Autoregressive Video Memory Compression Paper • 2512.23851 • Published Dec 29, 2025 • 25
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process Paper • 2512.23988 • Published Dec 30, 2025 • 19
Next-Embedding Prediction Makes Strong Vision Learners Paper • 2512.16922 • Published Dec 18, 2025 • 90
Error-Free Linear Attention is a Free Lunch: Exact Solution from Continuous-Time Dynamics Paper • 2512.12602 • Published Dec 14, 2025 • 44
Bolmo: Byteifying the Next Generation of Language Models Paper • 2512.15586 • Published Dec 17, 2025 • 18
Scaling Latent Reasoning via Looped Language Models Paper • 2510.25741 • Published Oct 29, 2025 • 231
Supervised Reinforcement Learning: From Expert Trajectories to Step-wise Reasoning Paper • 2510.25992 • Published Oct 29, 2025 • 48