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Open nowPosted 9 days ago

大模型安全与对齐研究实习生 - Seed Model

ByteDance19,258 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now大模型安全与对齐研究实习生 - Seed ModelByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.4% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 23 days.

Share of postings closed within
  1. 2.0%1 day
  2. 4.2%3 days
  3. 11.4%7 days
  4. 17.5%14 days
  5. 34.2%30 days
  6. 43.5%60 days
This job: posted 9 days ago

ByteDance median: 23 days open

The posting

团队介绍:字节跳动 Seed 团队成立于 2023 年,致力于寻找通用智能的新方法,追求智能上限,为科技和社会发展作出贡献。

Seed 团队在 AI 领域拥有长期愿景与决心,团队研究方向涵盖 MLLM、GenMedia、AI for Science、机器人等,在中国、新加坡、美国等地设有实验室和岗位。目前,团队已推出业界领先的通用大模型以及前沿的多模态能力,支持豆包、即梦、TRAE 等超过 50 个应用场景,并通过火山引擎开放给企业客户。第三方数据显示,豆包 App 用户量在中国市场排名第一,豆包大模型日均 Token 调用量行业领先。

日常实习:面向全体在校生,为符合岗位要求的同学提供为期3个月及以上的项目实践机会。

1、根据个人专长,深入参与以下一个或多个方向相关工作; 2、安全与对齐训练:研究SFT、偏好优化、强化学习及可扩展监督方法,改进训练数据、奖励设计与优化目标,降低欺骗、奖励投机和越权行为,提升安全能力在新任务及后续训练中的泛化与保持; 3、Agent安全与可控性:研究模型在工具调用、代码执行、浏览器操作和长程任务中的行为边界,提升授权判断、风险识别与适时停止能力,在降低风险的同时保留有效自主性; 4、前沿风险评估与防护:针对CBRN、网络安全等领域,与领域专家合作开展危险能力评测、威胁建模及防护研究,为模型研发和部署决策提供实证依据; 5、自动化红队与对抗训练:构建自动攻击生成、迭代搜索及攻防训练方法,提升模型对越狱、提示注入和其他对抗输入的鲁棒性; 6、监控与可扩展监督、失效机制研究与落地:探索基于输入输出、执行轨迹、推理链及内部表征的风险检测方法,研究监督模型、动作审查和权限控制机制,评估其有效性、可规避性及部署成本,同时将真实失败案例转化为可复现的实验,通过对照与消融分析识别原因,与预训练、后训练、基础设施及产品团队合作,将有效方法应用于大规模训练和部署。

1、本科及以上学历在读; 2、具备扎实的机器学习、深度学习及统计分析基础,有大模型、强化学习或相关方向的研究或工程经验; 3、熟练使用Python和PyTorch等框架,能够独立实现算法、构建实验流程,并定位数据、训练与评测中的问题; 4、能将开放、模糊的模型行为问题转化为可检验的假设,独立推进实验、分析结果,并清晰说明结论与局限; 5、在模型训练、数据构建、Agent系统、评测或机器学习基础设施中,至少一个方向具备深入实践; 6、认同安全与能力共同发展的方向,愿意持续研究复杂、尚无标准答案的问题,具备良好的沟通与协作能力,能够与不同背景的研究、工程及领域专家共同推进项目。

加分项 1、有大规模SFT、RLHF/RLAIF/RLVR或分布式训练经验; 2、有Agent RL、长程任务环境、多智能体训练或自动化红队经验; 3、有AI Control、可扩展监督、推理链监控、机制可解释性或提示注入防御研究经验; 4、有CBRN、网络安全等高风险领域的评测或防护经验; 5、有高质量研究成果、开源项目,或将研究方法落地到实际系统的经历。

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