collaborators

6 papers

cs.CV2026

FireRed-Image-Edit-1.0 Technical Report

Super Intelligence Team, Changhao Qiao, Chao Hui +16

We present FireRed-Image-Edit, a diffusion transformer for instruction-based image editing that achieves state-of-the-art performance through systematic optimization of data curati…

cs.RO2026

Keyframe-Guided Structured Rewards for Reinforcement Learning in Long-Horizon Laboratory Robotics

Yibo Qiu, Shu'ang Sun, Haoliang Ye +2

Long-horizon precision manipulation in laboratory automation, such as pipette tip attachment and liquid transfer, requires policies that respect strict procedural logic while opera…

cs.SE2026

SWE-Master: Unleashing the Potential of Software Engineering Agents via Post-Training

Huatong Song, Lisheng Huang, Shuang Sun +11

In this technical report, we present SWE-Master, an open-source and fully reproducible post-training framework for building effective software engineering agents. SWE-Master system…

cs.SE2026

SWE-World: Building Software Engineering Agents in Docker-Free Environments

Shuang Sun, Huatong Song, Lisheng Huang +11

Recent advances in large language models (LLMs) have enabled software engineering agents to tackle complex code modification tasks. Most existing approaches rely on execution feedb…

cs.CV2025

InstanceAssemble: Layout-Aware Image Generation via Instance Assembling Attention

Qiang Xiang, Shuang Sun, Binglei Li +6

Diffusion models have demonstrated remarkable capabilities in generating high-quality images. Recent advancements in Layout-to-Image (L2I) generation have leveraged positional cond…

cs.RO2025

BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments

Yibo Qiu, Zan Huang, Zhiyu Wang +7

Large language models (LLMs) and vision-language models (VLMs) have the potential to transform biological research by enabling autonomous experimentation. Yet, their application re…