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Open nowPosted 168 days ago

物流履约算法专家-国际电商

ByteDance19,207 open roles

Where
Hangzhou, Zhejiang, Chinese Mainland
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Your applicationOpen now物流履约算法专家-国际电商ByteDance · Hangzhou, Zhejiang, Chinese Mainland
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The clock on this job

Early applications get read.

11.8% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 2 days.

Share of postings closed within
  1. 2.1%1 day
  2. 4.4%3 days
  3. 11.8%7 days
  4. 18.6%14 days
  5. 35.6%30 days
  6. 45.1%60 days
This job: posted 168 days ago

ByteDance median: 2 days open

The posting

1、负责自营仓、类自营仓相关运筹与AI项目落地,推进服务商深度合作创新仓的算法研发,将深度强化学习应用于智能分单、组波拣选、动态包材优化等仓内核心环节,完成(Fulfill By)(Fulfillment Technology)系统的落地迭代,突破传统运筹优化在复杂动态场景下的效率瓶颈; 2、负责First-Mile/Last-Mile场景的算法建设,基于强化学习框架决策揽收排线动态计划、商家智能选择和区域实时划分,迭代平台智能分单算法、派送站维度GTL三段码预测模型;落地大模型驱动的劳动力智能排班优化方案,结合业务规则与实时运力波动自动生成排班策略,提升末端履约效率; 3、参与全球物流骨干网规划项目,基于大语言模型搭建供应链复杂场景推演能力,准确评估仓配变化对应的时效、流量和平台利润变化,深化大模型在网络规划场景的多场景模拟、自动参数调优落地,优化全球物流网络布局的决策效率与科学性; 4、负责Middle-Mile场景的智能调度算法研发,主导US TPE(运输计划和执行系统)等跨区域物流项目的算法设计与落地实施,将强化学习应用于干线运输动态路径规划与运力调度,持续优化干线运输的成本与时效稳定性;探索AI创新项目落地,除搭建入库扫描图像识别能力外,重点推进多模态大模型在收货缺件智能识别、异常场景自动溯源的应用,解决人工抽检效率低、异常赔付纠纷多的业务痛点,降低运营风险与成本; 5、深入挖掘物流全链路数据,提炼物流运营模式优化、服务质量改善的核心方向,参与产品方案设计,协同产品、运营、经营分析等跨团队推动算法产品化落地,持续为业务赋能。

1、本科及以上学历,数学、统计学、计算机科学、工业工程、供应链与物流、运筹学等相关专业; 2、具备扎实的数据结构和算法设计基础,并熟练使用Python、Java、C++、R等其中一门编程语言; 3、精通深度学习、强化学习(尤其是序列决策、多智能体强化学习方向)、运筹优化(整数规划、随机规划)、大模型(LLM应用微调、多模态大模型)相关的算法和落地实践,有物流或供应链领域相关算法落地经验者优先; 4、有较强的学习能力和好奇心,逻辑清晰,具备良好的团队合作和沟通能力,有较好的英文写作/沟通能力; 5、有计算机领域会议(如NeurIPS、ICML、ICLR、KDD、AAAI、IJCAI等)或运筹学相关期刊(OR、MS、MP、M&SOM、POMS、TS、TRB等)论文发表或项目成果者优先。

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