Game-theoretic LLM training: Magnetic Mirror Descent, Quantal Response Equilibrium, Deep Equilibrium Models, token auctions, and magnetic optimizers.
Computational framework for stochastic strategic interaction: QRE, potential and non-potential games, entropy-regularised response, non-equilibrium strategic dynamics.
Recognition-gated workspace steering for language models (PWM x J-space x GNW)
Anthropic, PBC
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