Honghao Wang

Taming Masked Diffusion Language Models with More Consistent Trajectories and Fewer Decoding Steps for Major Gains in Inference Performance and Efficiency

Diffusion LLMs

Taming Masked Diffusion Language Models with More Consistent Trajectories and Fewer Decoding Steps for Major Gains in Inference Performance and Efficiency

# Advancing Diffusion-Based Large Language Models (LLMs) Diffusion-based LLMs have progressed rapidly. - **February 2025** — *Mercury* (Inception Labs) became the first *commercial-scale* diffusion LLM. - **Renmin University** launched *LLaDA*, the first **open-source 8B parameter diffusion LLM**, followed by *Gemini Diffusion* in May. These innovations signal that **diffusion LLMs could rival autoregressive

By Honghao Wang
Tsinghua and Peking University Launch Motion Transfer, Rivaling Gemini Robotics with End-to-End Skill Learning from Human Data

Motion Transfer

Tsinghua and Peking University Launch Motion Transfer, Rivaling Gemini Robotics with End-to-End Skill Learning from Human Data

## Authors and Affiliations The team behind this work comes from **Tsinghua University**, **Peking University**, **Wuhan University**, and **Shanghai Jiao Tong University**. **Primary authors**: - **Chengbo Yuan** – Master’s student, Tsinghua University - **Rui Zhou** – Undergraduate student, Wuhan University - **Mengzhen Liu** – PhD candidate, Peking University - **Yang Gao** – Assistant Professor,

By Honghao Wang
Bilingual Chinese-English, 29 Firsts, Pixel-Level Understanding: 360 FG-CLIP2 Tops Global Multimodal Image-Text Models

FG-CLIP2

Bilingual Chinese-English, 29 Firsts, Pixel-Level Understanding: 360 FG-CLIP2 Tops Global Multimodal Image-Text Models

# FG‑CLIP 2: AI “Microscope” for Pixel‑Level Visual–Language Understanding AI‑generated visuals can be dazzling — but when you need **fine‑grained detail**, many large models still misinterpret spatial relationships, colors, or subtle textures. --- ## Where Traditional Models Fall Short Consider this prompt: > “A cat in a red

By Honghao Wang
New “Money Pit” Earned 300 Billion Yuan from Chinese Consumers? | [Jingwei Low-Key Insights]

China pet industry

New “Money Pit” Earned 300 Billion Yuan from Chinese Consumers? | [Jingwei Low-Key Insights]

The Humanization of Pets in China: A RMB 300 Billion Emotional Revolution In China, pet ownership has evolved far beyond simple companionship. It has become a full-scale consumer revolution that mirrors — and sometimes surpasses — human social service systems. From registration, triage, and CT scans to acupuncture rehabilitation, “five-star” institutions like

By Honghao Wang
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