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Winson Chen

4 accepted papers

2026

StitchCUDA: An Automated Multi-Agents End-to-End GPU Programing Framework with Rubric-based Agentic Reinforcement Learning

ICML 2026poster

Modern machine learning (ML) workloads increasingly rely on GPUs, yet achieving high end-to-end performance remains challenging due to dependencies on both GPU kernel efficiency and host-side settings. Although LLM-based methods show promise on automated GPU kernel generation, prior works mainly foc…

Cited by 0SourceScholar
2025

InfantAgent-Next: A Multimodal Generalist Agent for Automated Computer Interaction

NeurIPS 2025poster

This paper introduces \textsc{InfantAgent-Next}, a generalist agent capable of interacting with computers in a multimodal manner, encompassing text, images, audio, and video. Unlike existing approaches that either build intricate workflows around a single large model or only provide workflow modular…

Cited by 0SourcecodeScholar
2024

Active Listening: Personalized Question Generation in Open-Domain Social Conversation with User Model Based Prompting

EMNLP 2024finding

Large language models (LLMs) capable of casual conversation have recently become widely available. We hypothesize that users of conversational systems want a more personalized experience, and existing work shows that users are highly receptive to personalized questions (PQs). Question Generation tas…

Cited by 0SourcePDFScholar
2023

Aerial Vision-and-Dialog Navigation

ACL 2023findings

The ability to converse with humans and follow natural language commands is crucial for intelligent unmanned aerial vehicles (a.k.a. drones). It can relieve people’s burden of holding a controller all the time, allow multitasking, and make drone control more accessible for people with disabilities o…