5 papers
What Semantics Survive the Connector? Diagnosing VLM-to-DiT Alignment in Video Editing
Hangyu Lin, Chao Wen, Chengming Xu +4
Flow matching based video generative models have been increasingly relying on prepended Vision-Language Models (VLMs) to handle complex, instruction-based video editing. The prevai…
TurtleAI: Benchmarking Multimodal Models for Visual Programming in Turtle Graphics
Chao Wen, Jacqueline Staub, Adish Singla
Vision-language models (VLMs) have been explored for visual programming, where they generate code to solve visual tasks. However, most prior work focuses on visual programming for…
SRPO: A Cross-Domain Implementation of Large-Scale Reinforcement Learning on LLM
Xiaojiang Zhang, Jinghui Wang, Zifei Cheng +14
Recent advances of reasoning models, exemplified by OpenAI's o1 and DeepSeek's R1, highlight the significant potential of Reinforcement Learning (RL) to enhance the reasoning capab…
Program Synthesis Benchmark for Visual Programming in XLogoOnline Environment
Chao Wen, Jacqueline Staub, Adish Singla
Large language and multimodal models have shown remarkable success on various benchmarks focused on specific skills such as general-purpose programming, math word problem-solving,…
Task Synthesis for Elementary Visual Programming in XLogoOnline Environment
Chao Wen, Ahana Ghosh, Jacqueline Staub +1
In recent years, the XLogoOnline programming platform has gained popularity among novice learners. It integrates the Logo programming language with visual programming, providing a…