activity
20242026
most citedInteraction2Code: Benchmarking MLLM-based Interactive Webpage Code Generation from Interactive Prototyping

3 citations · 3 across the 10 of their papers we have counts for

collaborators

10 papers

cs.CL2026

Order Is Not Layout: Order-to-Space Bias in Image Generation

Yongkang Zhang, Zonglin Zhao, Yuechen Zhang +3

We study a systematic bias in modern image generation models: the mention order of entities in text spuriously determines spatial layout and entity--role binding. We term this phen…

cs.CV2026

EfficientPosterGen: Semantic-aware Efficient Poster Generation via Token Compression and Accurate Violation Detection

Wenxin Tang, Jingyu Xiao, Yanpei Gong +6

Automated academic poster generation aims to distill lengthy research papers into concise, visually coherent presentations. Existing Multimodal Large Language Models (MLLMs) based…

cs.AI2026

Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification

Yuxuan Wan, Tianqing Fang, Zaitang Li +5

Recent advances in Deep Research Agents (DRAs) are transforming automated knowledge discovery and problem-solving. While the majority of existing efforts focus on enhancing policy…

cs.CL2025

ComboBench: Can LLMs Manipulate Physical Devices to Play Virtual Reality Games?

Shuqing Li, Jiayi Yan, Chenyu Niu +5

Virtual Reality (VR) games require players to translate high-level semantic actions into precise device manipulations using controllers and head-mounted displays (HMDs). While huma…

cs.SE2025

Metamorphic Testing for Audio Content Moderation Software

Wenxuan Wang, Yongjiang Wu, Junyuan Zhang +5

The rapid growth of audio-centric platforms and applications such as WhatsApp and Twitter has transformed the way people communicate and share audio content in modern society. Howe…

cs.CV2025

3D Software Synthesis Driven by Constraint-Expressive Intermediate Representation

Shuqing Li, Anson Y. Lam, Yun Peng +2

Graphical user interface (UI) software has undergone a fundamental transformation from traditional two-dimensional (2D) desktop/web/mobile interfaces to spatial three-dimensional (…

cs.CL2025

Where Fact Ends and Fairness Begins: Redefining AI Bias Evaluation through Cognitive Biases

Jen-tse Huang, Yuhang Yan, Linqi Liu +4

Recent failures such as Google Gemini generating people of color in Nazi-era uniforms illustrate how AI outputs can be factually plausible yet socially harmful. AI models are incre…

cs.SE2025

Code Benchmarks Should Prioritize Rigor, Reliability, and Reproducibility

Jialun Cao, Yuk-Kit Chan, Zixuan Ling +12

Code-related benchmarks play a critical role in evaluating large language models (LLMs), yet their quality fundamentally shapes how the community interprets model capabilities. In…

cs.SE2024

MRWeb: An Exploration of Generating Multi-Page Resource-Aware Web Code from UI Designs

Yuxuan Wan, Yi Dong, Jingyu Xiao +3

Multi-page websites dominate modern web development. However, existing design-to-code methods rely on simplified assumptions, limiting to single-page, self-contained webpages witho…

cs.SE2024★ 3 cited

Interaction2Code: Benchmarking MLLM-based Interactive Webpage Code Generation from Interactive Prototyping

Jingyu Xiao, Yuxuan Wan, Yintong Huo +6

Multimodal Large Language Models (MLLMs) have demonstrated remarkable performance on the design-to-code task, i.e., generating UI code from UI mock-ups. However, existing benchmark…