Machine Learning Researcher - LLM Agent

5 Months ago • All levels • Research & Development

Job Summary

Job Description

ByteDance is seeking a Machine Learning Researcher to join their NLP team. This role will focus on cross-domain research involving reinforcement learning and large language model-based agents (LLM-based agents). The ideal candidate will have a strong understanding of reinforcement learning, multi-agent reinforcement learning, game theory, and large language models. They will also have strong analytical and problem-solving skills, as well as experience in development of technologies related to these research areas. Responsibilities include conducting cross-domain research, focusing on application scenarios such as math problem solving and text game AI, and collaborating with team members.
Must have:
  • PhD in ML, AI, Statistics, or related fields
  • Strong skills in Reinforcement Learning, Multi-Agent RL, Game Theory, LLMs
  • Strong analytical and problem-solving skills
  • Strong computer science and coding skills
  • Work and collaborate well with team members
  • Top conference papers or influential open source projects
Good to have:
  • Working experience on math problem solving and text game AI

Job Details

Responsibilities
About ByteDance Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, Helo, and Resso, as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to connect with, consume, and create content. Why Join Us Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. To us, every challenge, no matter how ambiguous, is an opportunity; to learn, to innovate, and to grow as one team. Status quo? Never. Courage? Always. At ByteDance, we create together and grow together. That's how we drive impact-for ourselves, our company, and the users we serve. Join us. About the Team Our NLP team focuses on natural language generation, improving the reasoning ability of language models, such as machine translation, natural language generation, etc. We invite researchers and engineers in machine learning and natural language processing at all levels. We aim at pushing the limits of machine intelligence. Responsibilities - Cross-domain research on reinforcement Learning and Large Language Model based agents (LLM-based agents) - Focus on one of the following application scenarios: Math problem solving, Text game AI
Qualifications
Minimum Qualification: - Minimum PhD degree in any of these faculties: Machine Learning, Artificial Intelligence, Statistics, or related fields - Strong skills in development of technologies in some of the following research directions: Reinforcement Learning, Multi-Agent Reinforcement Learning, Game Theory, Large Language Models - Strong analytical and problem-solving skills - Strong computer science and coding skills - Work and collaborate well with team members - Candidates with top conference papers or influential open source projects Preferred Qualification: - Working experience on the aforementioned application scenarios ByteDance is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe and so does our workplace. At ByteDance, our mission is to inspire creativity and enrich life. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.

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