Kunal Jha

Neural Amortized Inference for Nested Multi-agent Reasoning

2023 · arXiv (Cornell University)

Multi-agent interactions, such as communication, teaching, and bluffing, often rely on higher-order social inference, i.e., understanding how others infer oneself. Such intricate reasoning can be effectively modeled through nested multi-agent reasoning. Nonetheless, the computational complexity …

Cross-environment Cooperation Enables Zero-shot Multi-agent Coordination

2025 · arXiv (Cornell University)

Zero-shot coordination (ZSC), the ability to adapt to a new partner in a cooperative task, is a critical component of human-compatible AI. While prior work has focused on training agents to cooperate on a single …