Remote
$150k–$200k
junior
English B2
2 months ago
full-time
quality 9/10
Responsibilities
- Conduct original research in generative AI and large language models applied to crypto and financial domains — with focus areas including reasoning under market uncertainty, alignment of trading agents, multi-agent coordination, and test-time scaling for time-critical decisions.
- Design and execute rigorous experiments — formulating clear hypotheses, implementing model and training variants including RLVR-based reasoning approaches, running systematic ablations, and drawing statistically sound conclusions.
- Develop novel post-training methodologies and evaluation frameworks for LLMs operating in crypto contexts — covering chain-of-thought quality for market analysis, agent decision consistency, and robustness against adversarial prompt injection.
- Research test-time scaling techniques — process reward models, self-consistency, Monte Carlo Tree Search-based planning — and apply them to improve agent reasoning quality in ambiguous, fast-moving market conditions.
- Critically track developments across the research community at NeurIPS, ICML, ICLR, ACL, and crypto-adjacent venues — identifying high-leverage opportunities to apply state-of-the-art techniques to Binance’s unique challenges.
Qualifications
- Master’s or PhD in Machine Learning, Computer Science, Mathematics, Statistics, or related field strongly preferred; exceptional Bachelor’s candidates with demonstrable research output will be considered.
- 0–5 years of research or industry experience in ML/AI; strong academic lab or research internship experience equally valued.
- Deep understanding of transformer architectures, large language model pretraining dynamics, and post-training methodology — including the shift from RLHF toward RLVR-based reasoning model training.
- Proficiency in Python and PyTorch; critically, you work in an AI-native way — using vibe coding practices with tools like Claude Code, Cursor, or Copilot Workspace as your primary development workflow.
- Rigorous mathematical foundations: linear algebra, probability theory, information theory, stochastic processes, and numerical optimization.
- Bilingual English/Mandarin is required to be able to coordinate with overseas partners and stakeholders.
Why Binance
- Shape the future with the world’s leading blockchain ecosystem.
- Collaborate with world-class talent in a user-centric global organization with a flat structure.
- Tackle unique, fast-paced projects with autonomy in an innovative environment.
- Thrive in a results-driven workplace with opportunities for career growth and continuous learning.
- Competitive salary and company benefits.
- Work-from-home arrangement (the arrangement may vary depending on the work nature of the business team).
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