Alibaba
Posted 6d ago

研究型实习生 - Computer Use Agent的能力演进与落地实践

Alibaba
Beijing or Hangzhou or Shanghai
OnsiteInternship
Responsibilities
  • exploring agents
  • designing harnesses
  • modeling feedback
Requirements
  • Current master's or doctoral student in computer science, AI
  • Machine learning
  • Deep learning
  • Software engineering, or related fields
  • Strong programming and research ability
  • Python and deep learning framework experience required
Technical tools mentioned
PythonPyTorchTensorFlowCLIGUI

Job description

Job Description / 职位描述

参与 GUI / Hybrid Computer Use Agent 在 Computer / Mobile / Browser 等真实数字环境中的能力演进与落地实践,使模型能够理解、操作并协同完成跨平台、跨界面、跨工具、跨任务流的复杂用户任务,持续提升 Agent 在开放环境中的泛化性、鲁棒性、协同性与实际可用性,拓展大模型在真实人机交互场景中的能力边界。

1. GUI Agent:重点探索 GUI 在Computer / Mobile / Browse场景下的Agent能力提升与OOD任务能力泛化影响分析,研究大规模自然GUI轨迹Pre-training、用户协同能力。

2. Hybrid Agent:设计CLI & GUI 统一范式下的Universal Digital Agent Harness & Behavior Pattern,探索用户协同CUA场景下的有效实践方案。

3. Envs Scaling & Training Scaling:在大规模合成环境和现实环境数据中CPT->RL端到端优化迭代。

4. Preference & Feedback Modeling:探索用户协同Computer Use场景下用户偏好和用户反馈的收集、建模与处理机制,研究显式反馈与隐式反馈的统一表征方式,建立可用于训练和评估的反馈闭环。

Requirements / 职位要求

1. 计算机科学、人工智能、机器学习、深度学习、软件工程或相关专业在读硕士/博士,具备扎实的数理基础和编程基础。

2. 对大语言模型或多模态大模型有浓厚兴趣,了解深度学习、模型训练、优化算法、生成式模型、自监督学习等方向中的一个或多个,具备相关课程、项目或科研经历者优先。

3. 具备较强的学习能力和研究潜力,能够快速理解并复现前沿论文、跟踪技术进展;有论文、开源项目、竞赛或高质量技术实践经历者优先。

4. 具备良好的代码能力,熟悉 Python 及主流深度学习框架(如 PyTorch / TensorFlow);有 ACM/ICPC、Topcoder 等编程竞赛经历者优先。

5. 具备主动思考和探索精神,对 AI 前沿技术保持好奇心,愿意深入钻研并持续提升自己的技术能力。

6. 具备良好的团队协作和沟通能力,能够与工程、产品等团队配合完成任务。

About Alibaba

Provides online marketplaces, cloud computing, and digital payment services.

Year founded
1999
Organization type
Public
Headquarters
CN

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