Game solving researcher @A5 Labs

[Hiring] Game solving researcher @A5 Labs

Mar 17, 2025 - A5 Labs is hiring a remote Game solving researcher. đź’¸ Salary: unspecified. đź“ŤLocation: USA.

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Role Description

We are seeking a researcher to drive forward our work in game theory, developing proofs of concept, reviewing literature, and implementing cutting-edge research. Ideal candidates include PhD students in game theory or authors of relevant papers. While deep engineering expertise is not required, candidates must demonstrate proficiency in C++ and Python.

  • Design and develop advanced game-solving algorithms with a focus on optimizing Counterfactual Regret Minimization (CFR) for large-scale imperfect information games.
  • Implement and fine-tune CFR variants, including Monte Carlo CFR (MCCFR), vectorized CFR, to improve computational efficiency, quality of the solutions and convergence speed.
  • Apply reinforcement learning and search-based techniques to enhance game-solving strategies and opponent modeling.
  • Analyze and improve the performance of game-solving AI by implementing regret minimization strategies, function approximation methods, and neural network-assisted CFR techniques.
  • Collaborate with AI researchers and game engineers to integrate game-solving AI into production systems and evaluate real-world performance.

Qualifications

  • 3+ years of experience in game theory, reinforcement learning, or AI for strategic decision-making.
  • Expertise in CFR algorithms and their optimizations, including variants like MCCFR, vectorized CFR, depth-limited CFR, and regret matching techniques.
  • Deep understanding of reinforcement learning, including value-based and policy-based methods.
  • Familiarity with search-based planning methods such as Monte Carlo Tree Search (MCTS).
  • Strong mathematical foundation in probability, statistics, optimization, and game theory.

Requirements

  • PhD or Master’s in Computer Science, Machine Learning, AI, Mathematics, or a related field.
  • Proven track record of research publications in game theory, reinforcement learning, or multi-agent systems.
  • Strong analytical skills and a collaborative mindset.
  • Ability to write in Python and C++.

Nice to have

  • Experience with Poker, solvers, and solution libraries.
  • Experience with CUDA.
  • 2+ years of commercial experience.
  • 3+ years of C++ experience.

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Game solving researcher @A5 Labs
Software Development
Salary đź’¸ unspecified
Remote Location
USA
Job Type contract
Posted Mar 17, 2025
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