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cs.CL2026
Mage-VL-Cowork: A Full Training Recipe to Learn Hybrid Computer Use From Evolved Harnesses
Xiaoyi Zhang, Haoqing Wang, Xinjie Zhang +19
Effective computer-use agents (CUAs) should seamlessly combine visual GUI interaction with code and terminal execution within a single policy. We present Mage-VL-Cowork, a 4B hybri…
cs.CL2026
ForkGRPO: Efficient Exploration and Fine-Grained Credit Assignment for Diffusion Language Models
Zhaoyan Jia, Chengwei Zhou, Gourav Datta +1
Diffusion large language models (dLLMs) have advanced rapidly, yet strengthening their reasoning through reinforcement learning (RL) remains an open challenge. Any-order generation…