Xiaomi Technology

大模型算法工程师

Xiaomi Technology  •  Onsite  •  3 hours ago
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Job Description

大模型算法工程师
深圳
社招
全职
职位 ID:A188131
职位描述
1. 面向Agentic OS,参与端侧大模型架构设计与训练、训推一体的端侧大模型新架构探索落地与跨场景执行能力的系统级Agent算法体系建设;目标为通过算法与硬件的协同设计,在极小的功耗和内存预算下,实现极致的模型性能。
2. 负责大语言模型、多模态大模型在端侧场景下的继续预训练(CPT)、后训练(SFT, OPD, RL等)及持续学习,构建从数据清洗到模型落地的全链路训练pipeline。
3. 针对端侧芯片和内存特性,设计新型模型结构,探索参数共享与稀疏化方案。
4. 主导量化感知训练(QAT),实施低比特量化(如INT4/INT8),在保证精度的前提下压缩模型体积与显存占用。
5. 运用知识蒸馏(Knowledge Distillation),将云端大模型(Teacher)的能力迁移至端侧小模型(Student),攻克“大改小”的能力衰减难题。
6. 建立端侧模型评测体系,不仅关注准确率,更关注首字延迟(Prefill)、生成速度(Decoding)、功耗峰值等硬性指标。
7. 前沿技术探索与成果产出,建立Agentic OS的算法创新壁垒,推动顶级会议论文与核心专利产出。
职位要求
1. 硕士及以上学历,人工智能、计算机科学、电子信息技术等相关专业;
2. 具备以下至少一到两个方向的深入研究或实践经验:大语言模型、多模态大模型、大模型后训练、大模型预训练、强化学习;
3. 深入掌握Transformer架构,了解主流dense和MoE开源模型(Qwen, Deepseek等)的结构设计原理;
4. 具备复杂系统建模能力,能够从系统角度设计完整闭环;
5. 在 ICML / NeurIPS / ICLR / AAAI / ACL / CVPR / EMNLP 等顶级会议发表论文者优先;
6. 具备较强的独立研究能力与创新能力。
投递
Xiaomi Technology

About Xiaomi Technology

Xiaomi Corporation was founded in April 2010 and listed on the Main Board of the Hong Kong Stock Exchange on July 9, 2018 (1810.HK). Xiaomi is a consumer electronics and smart manufacturing company with smartphones and smart hardware connected by an IoT platform at its core.

Embracing our vision of “Make friends with users and be the coolest company in the users’ hearts”, Xiaomi continuously pursues innovations, high-quality user experience and operational efficiency. The company relentlessly builds amazing products with honest prices to let everyone in the world enjoy a better life through innovative technology.

Xiaomi is one of the world's leading smartphone companies. The company has also established the world’s leading consumer AIoT (AI+IoT) platform,reached 558 million smart devices connected to its platform (excluding smartphones,laptops and tablets) as of September 30 2022. Xiaomi products are present in more than 100 countries and regions around the world. In August 2022, Xiaomi was included in the Fortune Global 500 list for the fourth year in a row, ranking 266th. The company is the fastest-rising Chinese technology conglomerate during the four-year period.

Xiaomi is a constituent of the Hang Seng Index, Hang Seng China Enterprises Index, Hang Seng TECH Index and Hang Seng China 50 Index.

Industry
IT & Software
Company Size
10,000+ employees
Headquarters
Beijing, CN
Year Founded
2010
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