AGI Strategies

person

Marc G. Bellemare

Mila / McGill; Atari Learning Environment

Canada CIFAR AI Chair at Mila and McGill; co-author of the Atari Learning Environment (2013) that became the canonical RL benchmark, and of the Distributional RL framework.

current Canada CIFAR AI Chair, Mila / McGill University; Founder, Reliant AI

Strategy positions

Alignment firstmixed

Solve technical alignment before capability thresholds close

Argues distributional reinforcement learning, modelling the full distribution of returns rather than just the mean, is a richer foundation for safe deployment of RL systems.

Distributional RL learns the entire distribution over returns, not just its expectation. The richer signal turns out to matter for stability, exploration, and risk-sensitivity.
§ paperA Distributional Perspective on Reinforcement Learning· arXiv / ICML· 2017· faithful paraphrase

Closest strategy neighbours

by jaccard overlap

Other people whose strategy tags overlap with Marc G. Bellemare's. Overlap is on tag identity, not stance; opposites can show up if they reference the same tags.

  • Aaron Courville

    shared 1 · J=1.00

    Université de Montréal; Deep Learning textbook co-author

  • Adam Jermyn

    shared 1 · J=1.00

    Anthropic; previously astrophysics

  • Adam Kalai

    shared 1 · J=1.00

    Microsoft Research; AI fairness and safety

  • Agnes Callard

    Agnes Callard

    shared 1 · J=1.00

    University of Chicago philosopher; aspiration theorist

  • Ajeya Cotra

    shared 1 · J=1.00

    Open Philanthropy researcher; 'biological anchors' forecaster

  • Alan Turing

    Alan Turing

    shared 1 · J=1.00

    Founder of theoretical computer science (1912–1954)

Record last updated 2026-04-25.