Benjamin Recht

Benjamin Recht is a Professor at the California Institute of Technology, affiliated with the Center for the Mathematics of Information. His work spans Machine Learning, Control Systems, Reinforcement Learning, and Optimization, with a focus on theoretical guarantees, adaptive algorithms, and real-world applications.

His research includes:

• Control Systems: Certainty equivalence, adaptive control, LQR, and robustness in dynamic environments.
• Machine Learning: Generalization bounds, interpolation in classifiers, test set overuse, and ethical frameworks for systemic harm detection.
• Neural Rendering: K-Planes for explicit radiance fields in space-time-appearance modeling.

Recent publications (2025-2018) highlight trends in automating adaptive control, ethical machine learning, distributed computing, and 3D reconstruction. No student lists, awards, or lab details are explicitly mentioned.