Game AI Researcher

11 Minutes ago • All levels • Game AI • Artificial Intelligence

Job Summary

Job Description

The Game AI Researcher will develop efficient and reliable game AI solutions based on business needs. Responsibilities include developing multi-agent reinforcement learning models for competitive and cooperative games, designing algorithms to improve training efficiency, and implementing imitation learning models using player data. The role also involves using GAIL (Generative Adversarial Imitation Learning) to train reinforcement learning AI models and improving AI strength and human-likeness. Staying updated on the latest research, reproducing and applying findings, and collaborating with other teams to enhance player experience are key aspects of this position.
Must have:
  • PhD in Computer Science or related field
  • Strong research background in game AI and reinforcement learning
  • Experience in deep reinforcement learning (model-free RL, imitation learning, multi-agent RL)
  • Proficiency in at least one programming language and deep learning frameworks (TensorFlow, PyTorch)
  • Excellent analytical and problem-solving skills
Good to have:
  • Experience with large language model agents
  • Publications in top AI conferences (NeurIPS, IJCAI, etc.)
  • Game AI development experience
  • Excellent communication and collaboration skills
Perks:
  • Comprehensive insurance coverage
  • Commute allowance
  • Communication allowance
  • Self-development allowance
  • Overtime meal allowance
  • Annual health check-up allowance
  • Free drinks corner
  • Gift cards
  • Employee assistance program (EAP)
  • Condolence and celebration money
  • Long-service awards/leave

Job Details

部署紹介/Business Unit

LIGHTSPEED STUDIOS は、物語性の高いストーリー、没入感のあるゲームプレイ、最先端のテクノロジーを駆使し、ゲーム開発をアートとサイエンスの融合として追求し続けています。世界中のプレイヤー、そしてあらゆるデバイスに次世代のゲームエクスペリエンスを提供することを使命としています。

LIGHTSPEED STUDIOS is made up of passionate players who advance the art & science of game development through great stories, great gameplay, and advanced technology. We are focused on bringing next generation experiences to gamers who want to enjoy them anywhere, anytime, across multiple genres and devices.

チーム紹介/About the Hiring Team

Lightspeed Tech Center は、PUBG モバイルを始めとする様々な高品質ゲームを手掛けた Lightspeed Studios の研究開発部門です。Tech Center は技術研究とイノベーションを牽引し、ゲーム作品にそのライフサイクルを通して、エンジン、音響、QA、AI、次世代技術、技術提携などのテクニカルサポートを提供しています。

Lightspeed Tech Center is a R&D department under Lightspeed Studios which develop PUBG Mobile and other high-quality games. Our Tech Center leads the research, exploration, and discovery of innovative technologies and provides technical services for all games during all phases of life cycle, including engine, audio, QA, AI, next generation game, technical cooperation, etc.

仕事内容/What the Role Entails

工作内容

根据实际业务需求开发高效可靠的游戏AI解决方案,探索深度学习/强化学习技术在游戏AI中的应用和实现,包括:

1. 多智能体强化学习:在竞争或合作游戏中训练强化AI模型,设计新的算法以提高多智能体强化学习的训练效率和有效性;

2. 模仿学习:使用人类玩家的对局数据,训练具有不同风格的模仿学习AI模型;

3. GAIL:使用少量人类玩家的对局数据,支持游戏中强化学习AI模型的训练,设计算法以提高AI模型的强度和拟人度。

4. 关注学术界和业界的最新研究成果,并进行高效的复现和应用。

5. 与组织内的其他团队进行沟通交流,探索先进的游戏AI设计方案,以提高玩家的游戏体验。

応募資格/Who We Look For

能力要求

1. 计算机、运筹学、数学或相关领域博士学位。

2. 在相关领域有杰出工作成果(包括但不限于发表的论文,专利、开源项目等),并有游戏AI和强化学习的相关经验。

3. 在以下深度强化学习领域有相关经验:无模型强化学习,模仿学习和逆强化学习,多智能体强化学习,强化学习探索,多任务强化学习,分层强化学习。

4. 至少精通一种编程语言,熟悉TensorFlow,Caffe,PyTorch等深度学习框架。

5. 卓越的分析问题和解决问题能力,对解决挑战性问题充满热情。

6. 良好的抗压能力;对业务意图有很好的理解。

首选资格:

1. 有基于大语言模型的Agents开发经验。

2. 在顶级AI会议(NeurIPS,IJCAI,AAAI,ICML,ICLR等)上发表过研究成果。

3. 热衷于游戏行业,有游戏AI制作经验。

4. 出色的沟通和协作技巧。

一緒に働く魅力/Why Join Us?

賃金
年収額:応相談(昇給/賞与あり)
※経験・スキル等を考慮し、当社規定により優遇します。
※固定残業代月35時間分を含みます。超過分は別途支給します。

労働時間・休日
就業時間 09:30 ~ 18:30  休憩時間 60分
役職により裁量労働制あり
完全週休2日制(土日・祝日)
有給休暇:入社初年度は、入社月により期間按分付与。在籍年数踏まえて最大22日
年末年始休暇(12/30~1/3)
病気休暇(有給):12日/年(有給休暇とは別途付与)

福利厚生
<各種保険>
健康保険 、雇用保険、 労災保険、 厚生年金保険、 総合福祉団体定期保険(GTL)
業務災害安心総合保険(GPA)、団体長期障害所得補償保険(GLTD)
海外旅行保険

<各種手当>
通勤手当(定期代全額支給) 、通信手当(上限1万円/月)、 自己啓発手当(上限2万円/月)、 残業深夜食事手当(上限1200円/日)、 定期健診手当(上限7万5千円/年1回)

<支援制度・その他待遇>
フリードリンクコーナー 、ギフトカード(お盆、正月の2回支給、2万円/1回)
従業員支援プログラム(EAP) 、慶弔見舞金 、永年勤続賞/休暇

この求人広告に記載されているポリシー(給与、福利厚生、労働条件などを含むがこれに限らない)は、会社のリアルタイムポリシーに応じて調整される可能性があります。

平等な雇用機会を重視するテンセント/Equal Employment Opportunity at Tencent

テンセントは、雇用機会の均等を最重要視しています。私たちは、多様性がイノベーションを促進し、ユーザーやコミュニティに対してより良いサービスを提供する原動力になると確信しています。
社員一人ひとりが十分なサポートを受け、自身の目標と会社の目標を共に達成できるよう、モチベーションを高められる環境づくりを大切にしています。

As an equal opportunity employer, we firmly believe that diverse voices fuel our innovation and allow us to better serve our users and the community. We foster an environment where every employee of Tencent feels supported and inspired to achieve individual and common goals.

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About The Company

Tencent is a world-leading internet and technology company that develops innovative products and services to improve the quality of life of people around the world.


Founded in 1998 with its headquarters in Shenzhen, China, Tencent's guiding principle is to use technology for good. Our communication and social services connect more than one billion people around the world, helping them to keep in touch with friends and family, access transportation, pay for daily necessities, and even be entertained.


Tencent also publishes some of the world's most popular video games and other high-quality digital content, enriching interactive entertainment experiences for people around the globe.


Tencent also offers a range of services such as cloud computing, advertising, FinTech, and other enterprise services to support our clients' digital transformation and business growth.


Tencent has been listed on the Stock Exchange of Hong Kong since 2004.

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