Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Paper • 2504.13837 • Published Apr 18 • 138
Envision: Benchmarking Unified Understanding & Generation for Causal World Process Insights Paper • 2512.01816 • Published 7 days ago • 87
Does Understanding Inform Generation in Unified Multimodal Models? From Analysis to Path Forward Paper • 2511.20561 • Published 12 days ago • 31
MergeDNA: Context-aware Genome Modeling with Dynamic Tokenization through Token Merging Paper • 2511.14806 • Published 20 days ago • 8
GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models Paper • 2511.11134 • Published 24 days ago • 31
MergeMix: A Unified Augmentation Paradigm for Visual and Multi-Modal Understanding Paper • 2510.23479 • Published Oct 27 • 14
SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models Paper • 2510.12784 • Published Oct 14 • 19
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search Paper • 2509.25454 • Published Sep 29 • 139
Benchmarking Optimizers for Large Language Model Pretraining Paper • 2509.01440 • Published Sep 1 • 24
Life-Code: Central Dogma Modeling with Multi-Omics Sequence Unification Paper • 2502.07299 • Published Feb 11 • 2
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Paper • 2312.00752 • Published Dec 1, 2023 • 148
X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again Paper • 2507.22058 • Published Jul 29 • 39
Dynamic Chunking for End-to-End Hierarchical Sequence Modeling Paper • 2507.07955 • Published Jul 10 • 25
Met^2Net: A Decoupled Two-Stage Spatio-Temporal Forecasting Model for Complex Meteorological Systems Paper • 2507.17189 • Published Jul 23 • 12
Rep-MTL: Unleashing the Power of Representation-level Task Saliency for Multi-Task Learning Paper • 2507.21049 • Published Jul 28 • 40