google-deepmind/open_spiel C++/Python
DeepMind's framework for research in games and game theory
Bug fixes, features, and tools contributed to game theory frameworks, ML libraries, and scientific Python. github.com/kvr06-ai
DeepMind's framework for research in games and game theory
ByteDance's multi-agent research workflow framework
Stanford's language model programming framework
LangChain's agent orchestration framework
Structured outputs for LLMs
Microsoft's causal inference and counterfactual estimation library
Game-theoretic feature attribution (Shapley values)
Python visualization library for OpenSpiel game trees, information sets, and strategy profiles
Multi-agent simulation of a public goods game with trust dynamics and reinforcement learning
Analytic upper bound on pool manipulation gain in the COLA draft mechanism
Causal credit assignment in human-robot interaction using Shapley values