Yuhao Zheng

[Han Peng @hahapaper]

Our work is featured in Hugging Face Daily Papers!

RULER: Instance-aware Rubric Rewards for SVG Generation. https://t.co/v39zdvwxZF

Huge credit to our student authors Hangyu Ran @zzranhangyu, Yuhao Zheng @xinlinzyh, and our collaborator Kevin Qinghong Lin @KevinQHLin, for their excellent work!

Building on our experience with large-scale post-training, I’ve been thinking about three practical challenges in pushing model capabilities further:

• How do we make open-ended tasks meaningfully verifiable?
• How do we align rewards with human taste and aesthetic judgment?
• How do we make feedback detailed and task-specific, yet scalable?

Our work takes a concrete step in this direction: RULER derives evaluation criteria from each user prompt, assesses the rendered SVG item by item, and turns those judgments into RL rewards.

[DailyPapers @HuggingPapers]

Tencent just released UI-Mate on Hugging Face

An open-weight GUI agent that learns procedures from a single demonstration and re-plans from the live screen.

[AK @_akhaliq]

HyTRec

A Hybrid Temporal-Aware Attention Architecture for Long Behavior Sequential Recommendation
https://t.co/EqTw28shZb

[AK @_akhaliq]

Code2World

A GUI World Model via Renderable Code Generation

paper: https://t.co/ExnJgKKm7P

[Jinpeng Wang @awinyimgprocess]

Unique avatar 🤣🤣🤣😂😂😂
Try demo at: https://t.co/3ZFWuuZP34

[Jinpeng Wang @awinyimgprocess]

🤣🤣🤣🤣🤣

[Jinpeng Wang @awinyimgprocess]

Turn any interesting imgs into svg🤣🤣🤣🤣🤣

[AK @_akhaliq]

app: https://t.co/ei0thfiS6h

[AK @_akhaliq]

VCode app is out

SVG as Symbolic Visual Representation

Turn any image into symbolic SVG

[Kevin Lin @KevinQHLin]

😲Turn any image into symbolic SVG at
https://t.co/xFyd3qgJaT
💻Github: https://t.co/yDscg1r3jj

Built with @xinlinzyh and @zzranhangyu
Thanks @_akhaliq for sharing and Gradio demo team
@huggingface @Gradio!

[Kevin Lin @KevinQHLin]

Thanks @_akhaliq sharing our work!
🚀 Glad to introduce our newest work — VCode!
🎨 VCode: A Multimodal Coding Benchmark with SVG as Symbolic Visual Representation

For decades, RGB pixels have been the default medium for representing images. But in the agentic era, how can we move beyond raw pixels toward interpretable, executable, and symbolic visual representations?

🔍 We address this question with VCode, which reframes visual representation as SVG code — aligning with how humans reason over sketches and symbolic abstractions.

👥 Happy to collaborate with: Yuhao Zheng, Hangyu Ran, Dantong Zhu, Dongxing Mao, @LINJIEFUN , @philiptorr and @awinyimgprocess

📄 arXiv: https://t.co/zDpw89cfi6
🌐 website: https://t.co/YPIvEmySnB
💻 github: https://t.co/2R7F42rOp6
🤗 Huggingface daily paper: https://t.co/2ztSGDgYxo

[AK @_akhaliq]

VCode

a Multimodal Coding Benchmark with SVG as Symbolic Visual Representation

[DailyPapers @HuggingPapers]

Check out VCode, a benchmark redefining visual understanding as code generation, and VCoder, an agentic framework achieving +12.3 pts over SOTA!

Paper: https://t.co/r6D4KA5SAZ

[DailyPapers @HuggingPapers]

Microsoft Research unveils VCode

A new multimodal coding benchmark that turns images into expressive SVG code for advanced visual reasoning. It's time to bridge the gap between pixel-based vision and symbolic understanding!