Towards Mechanistically Understanding Why Memorized Knowledge Fails to Generalize in Large Language Model Finetuning Paper • 2607.08393 • Published 27 days ago • 18
Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents Paper • 2606.06036 • Published Jun 4 • 77
OmniDirector: General Multi-Shot Camera Cloning without Cross-Paired Data Paper • 2606.13432 • Published Jun 11 • 113
Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models Paper • 2606.03988 • Published Jun 3 • 126
Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward Modeling Paper • 2606.02578 • Published Jun 1 • 6
ResearchMath-14K: Scaling Research-Level Mathematics via Agents Paper • 2605.28003 • Published May 27 • 50
Gamma-World: Generative Multi-Agent World Modeling Beyond Two Players Paper • 2605.28816 • Published May 27 • 433
Perception or Prejudice: Can MLLMs Go Beyond First Impressions of Personality? Paper • 2605.22109 • Published May 21 • 171
Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining Paper • 2605.14747 • Published May 14 • 147
Monitoring the Internal Monologue: Probe Trajectories Reveal Reasoning Dynamics Paper • 2605.18549 • Published May 18 • 2
DiffusionOPD: A Unified Perspective of On-Policy Distillation in Diffusion Models Paper • 2605.15055 • Published May 14 • 19
Mean Mode Screaming: Mean--Variance Split Residuals for 1000-Layer Diffusion Transformers Paper • 2605.06169 • Published May 7 • 238
ESARBench: A Benchmark for Agentic UAV Embodied Search and Rescue Paper • 2605.01371 • Published May 2 • 6
LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model Paper • 2604.20796 • Published Apr 22 • 243
CLEAR: Unlocking Generative Potential for Degraded Image Understanding in Unified Multimodal Models Paper • 2604.04780 • Published Apr 6 • 11
Adam's Law: Textual Frequency Law on Large Language Models Paper • 2604.02176 • Published Apr 2 • 510
MegaStyle: Constructing Diverse and Scalable Style Dataset via Consistent Text-to-Image Style Mapping Paper • 2604.08364 • Published Apr 9 • 103
SciLT: Long-Tailed Classification in Scientific Image Domains Paper • 2604.03687 • Published Apr 4 • 8