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upvoted a collection 3 months ago

DINOv3

Collection

DINOv3: foundation models producing excellent dense features, outperforming SotA w/o fine-tuning - https://arxiv.org/abs/2508.10104 • 13 items • Updated Aug 21 • 380

upvoted 19 papers 3 months ago

MOSEv2: A More Challenging Dataset for Video Object Segmentation in Complex Scenes

Paper • 2508.05630 • Published Aug 7 • 9

Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models

Paper • 2508.02120 • Published Aug 4 • 19

Are Today's LLMs Ready to Explain Well-Being Concepts?

Paper • 2508.03990 • Published Aug 6 • 26

Are We on the Right Way for Assessing Document Retrieval-Augmented Generation?

Paper • 2508.03644 • Published Aug 5 • 25

R-Zero: Self-Evolving Reasoning LLM from Zero Data

Paper • 2508.05004 • Published Aug 7 • 127

On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification

Paper • 2508.05629 • Published Aug 7 • 178

Voost: A Unified and Scalable Diffusion Transformer for Bidirectional Virtual Try-On and Try-Off

Paper • 2508.04825 • Published Aug 6 • 58

Adapting Vision-Language Models Without Labels: A Comprehensive Survey

Paper • 2508.05547 • Published Aug 7 • 11

GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Paper • 2508.06471 • Published Aug 8 • 190

Pruning the Unsurprising: Efficient Code Reasoning via First-Token Surprisal

Paper • 2508.05988 • Published Aug 8 • 19

Hidden Dynamics of Massive Activations in Transformer Training

Paper • 2508.03616 • Published Aug 5 • 18

MoBE: Mixture-of-Basis-Experts for Compressing MoE-based LLMs

Paper • 2508.05257 • Published Aug 7 • 13

GLiClass: Generalist Lightweight Model for Sequence Classification Tasks

Paper • 2508.07662 • Published Aug 11 • 9

Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs

Paper • 2508.06601 • Published Aug 8 • 6

Bifrost-1: Bridging Multimodal LLMs and Diffusion Models with Patch-level CLIP Latents

Paper • 2508.05954 • Published Aug 8 • 6

Compressing Chain-of-Thought in LLMs via Step Entropy

Paper • 2508.03346 • Published Aug 5 • 7

Follow-Your-Shape: Shape-Aware Image Editing via Trajectory-Guided Region Control

Paper • 2508.08134 • Published Aug 11 • 10

Less Is More: Training-Free Sparse Attention with Global Locality for Efficient Reasoning

Paper • 2508.07101 • Published Aug 9 • 13

Grove MoE: Towards Efficient and Superior MoE LLMs with Adjugate Experts

Paper • 2508.07785 • Published Aug 11 • 28