6 papers
EvoMaestro: Toward Interpretable and Steerable LLM-Driven Program Evolution
Feng Liang, Sizhe Cheng, Yikai Li +3
Recent program evolution systems use large language models (LLMs) to generate and iteratively improve populations of programs, producing striking advances in mathematics, algorithm…
AniMaster: From Story Texts to Animated Videos via Cinematic Script Generation and Interactive Authoring
Ruiqi Yu, Dekun Qian, Jiale Xu +6
Recent advances in Video Generation Models (VGMs) have demonstrated strong capabilities in producing short video clips. However, it is still challenging for everyday creators to le…
Human in the Loop for Fuzz Testing: Literature Review and the Road Ahead
Jiongchi Yu, Xiaolin Wen, Sizhe Cheng +3
Fuzz testing is one of the most effective techniques for detecting bugs and vulnerabilities in software. However, as the basis of fuzz testing, automated heuristics often fail to u…
BAIT: Visual-illusion-inspired Privacy Preservation for Mobile Data Visualization
Sizhe Cheng, Songheng Zhang, Dong Ma +1
With the prevalence of mobile data visualizations, there have been growing concerns about their privacy risks, especially shoulder surfing attacks. Inspired by prior research on vi…
Probing the Future of Meta-Analysis: Eliciting Design Principles via an Agentic Research IDE
Sizhe Cheng, Feng Liang, Yuhan Wen +2
Meta-analyses and systematic reviews demand rigorous abductive reasoning to build, test, and refine hypotheses across vast, heterogeneous literature. While NLP advancements have au…
PixelArena: A benchmark for Pixel-Precision Visual Intelligence
Feng Liang, Sizhe Cheng, Chenqi Yi +1
Omni-modal models that have multimodal input and output are emerging. However, benchmarking their multimodal generation, especially in image generation, is challenging due to the s…