Simons Institute Courses

The Short Integer Solutions Problem and Cryptographic Applications

Explore the Short Integer Solutions Problem, its cryptographic applications, and connections to lattice-based algorithms, complexity, and security in this advanced mathematical lecture.

• YouTube
• 1 hour 32 minutes
• Self-Paced
• Free Video

Mathematics of Lattices

Explore fundamental concepts and applications of lattice theory in algorithms, complexity, and cryptography with expert insights from UC San Diego researcher Daniele Micciancio.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video

Algorand's Forthcoming Blockchain Technology

Explore Algorand's innovative blockchain technology with founder Silvio Micali, discussing its potential to revolutionize digital transactions and decentralized systems.

• YouTube
• 1 hour 33 minutes
• Self-Paced
• Free Video

Efficient Zero-Knowledge Proofs: A Modular Approach

Explore modular techniques for creating efficient zero-knowledge proofs, focusing on probabilistically checkable and interactive proof systems in cryptography.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Algorithmic Opportunities in Matching Markets

Explore algorithmic opportunities in matching markets, focusing on innovative approaches and their potential impact on economic efficiency and social welfare.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Dynamically Stable Matching

Explore dynamically stable matching theory and its applications in economics and computer science, focusing on algorithmic approaches and market design implications.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Zero Knowledge from the Discrete Logarithm Problem

Explore zero-knowledge proofs, focusing on the discrete logarithm problem. Learn about range proofs, polynomial commitments, and R1CS representation in this advanced cryptography lecture.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Interactive Proofs - Part I

Explore the foundations of interactive proofs with Justin Thaler, delving into their significance for consensus and decentralized systems in modern society.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Meta-Learning of Optimizers and Update Rules

Explore cutting-edge techniques in meta-learning for optimizers and update rules, focusing on advancements in deep learning and their applications in AI research.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Interpreting Deep Neural Networks

Explore techniques for interpreting deep neural networks, focusing on methods to understand and explain their decision-making processes and internal representations.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

A New Perspective on Adversarial Perturbations

Explore adversarial perturbations in deep learning, their impact on ML models, and new perspectives on robustness, transferability, and data efficiency in AI systems.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Analyzing Optimization and Generalization in Deep Learning via Trajectories of Gradient Descent

Explore deep learning optimization and generalization through gradient descent trajectories, uncovering insights into neural network behavior and performance.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

High Dimensional Expanders - Introduction and Motivation

Explore high-dimensional expanders, their applications in error-correcting codes, and the motivations behind this emerging field of mathematics and computer science.

• YouTube
• 1 hour 35 minutes
• Self-Paced
• Free Video

Algorithms and the Law

Explore the intersection of algorithms and law with experts discussing implications, challenges, and potential solutions in this thought-provoking panel discussion.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Morning Session- Causality

Explore racial bias in data, examining tensions between quantitative and qualitative approaches. Experts discuss implications for fairness and accuracy in research and decision-making.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video