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Latest posts

Last updated 5 months ago

Both Semantics and Reconstruction Matter: Making Representation Encoders Ready for Text-to-Image Generation and Editing

5 months ago

Modern Latent Diffusion Models (LDMs) typically operate in low-level Variational Autoencoder (VAE)...

When Reasoning Meets Its Laws

5 months ago

Despite the superior performance of Large Reasoning Models (LRMs), their reasoning behaviors...

RadarGen: Automotive Radar Point Cloud Generation from Cameras

5 months ago

We present RadarGen, a diffusion model for synthesizing realistic automotive radar point...

Robust-R1: Degradation-Aware Reasoning for Robust Visual Understanding

5 months ago

Multimodal Large Language Models struggle to maintain reliable performance under extreme real-world...

GroundingME: Exposing the Visual Grounding Gap in MLLMs through Multi-Dimensional Evaluation

5 months ago

Visual grounding, localizing objects from natural language descriptions, represents a critical bridge...

3D-RE-GEN: 3D Reconstruction of Indoor Scenes with a Generative Framework

5 months ago

Recent advances in 3D scene generation produce visually appealing output, but current...

SWE-Bench++: A Framework for the Scalable Generation of Software Engineering Benchmarks from Open-Source Repositories

5 months ago

Benchmarks like SWE-bench have standardized the evaluation of Large Language Models (LLMs)...

Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers

5 months ago

Understanding architectural differences in language models is challenging, especially at academic-scale pretraining...

Seed-Prover 1.5: Mastering Undergraduate-Level Theorem Proving via Learning from Experience

5 months ago

Large language models have recently made significant progress to generate rigorous mathematical...

4D-RGPT: Toward Region-level 4D Understanding via Perceptual Distillation

5 months ago

Despite advances in Multimodal LLMs (MLLMs), their ability to reason over 3D...

Turn-PPO: Turn-Level Advantage Estimation with PPO for Improved Multi-Turn RL in Agentic LLMs

5 months ago

Reinforcement learning (RL) has re-emerged as a natural approach for training interactive...

Animate Any Character in Any World

5 months ago

Recent advances in world models have greatly enhanced interactive environment simulation. Existing...