Simons Institute Courses

Measuring the Importance of Database Elements

Explore methods for quantifying the significance of database components, including tuples, constraints, and graph elements, using impact measurement and game theory concepts.

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

Achieving Understandability and Privacy With Provenance-Based Explanations

Explore provenance-based explanations for query results, addressing challenges of complexity and privacy. Learn techniques for generating natural language explanations and ensuring query confidentiality.

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

Logical Interfaces to Data, Beyond Views

Explores alternative interfaces to data beyond views, discussing query-answering specifications and instance interchangeability for user classes. Examines convertibility between interface types.

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

Circuits for Querying Trees - A Little Survey

Explore tree querying via automata and knowledge compilation, covering efficient solutions for enumeration and probabilistic evaluation, along with their limitations.

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

A Unified Approach for Reverse Data Management Problems

Unified algorithm for reverse data management problems using ILP/LPs, solving both known and new cases efficiently while providing insights into complexity and tractability.

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

A -Semi-Ring-Based Query Algebra for Incremental View Maintenance and Query Compilation

Algebraic approach to incremental view maintenance using ring structures. Introduces a powerful query calculus with polynomial normal form, enabling efficient delta queries and multi-layered maintenance schemes.

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

Towards Interpretable Data Science

Explore holistic approaches to interpretable data science, focusing on counterfactual and attribution-based explanations for complex data processing and decision support systems.

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

Achieving Understandability and Privacy With Provenance-Based Explanations

Explore provenance-based explanations for query results, addressing challenges of complexity and privacy. Learn techniques for generating natural language explanations and ensuring query confidentiality.

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

Towards Interpretable Data Science

Explore holistic approaches to interpretable data science, focusing on counterfactual and attribution-based explanations for complex data processing and decision support systems.

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

The Right Token for Next-Token Visual Prediction

Explore next-token visual prediction techniques, examining AI approaches to understanding and generating visual content through lower-level intelligence perspectives.

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

Toward a Theory of Perspective Perception in Pictures

Explore a new theory of projection perception in pictures, challenging traditional linear perspective and offering insights into how humans interpret and create realistic 2D representations of 3D scenes.

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

Combining Innate Concepts with Learning to Perceive the World

Explore how innate concepts and learning processes interact to shape our perception of the world, drawing insights from AI, psychology, and neuroscience perspectives.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Understanding Lower-Level Intelligence from AI, Psychology, and Neuroscience Perspectives

Explore lower-level intelligence through AI, psychology, and neuroscience perspectives with insights from three experts in a concise, multi-disciplinary discussion.

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

Understanding Lower-Level Intelligence from AI, Psychology, and Neuroscience Perspectives

Explore lower-level intelligence through AI, psychology, and neuroscience perspectives with Gily Ginosar's insightful presentation.

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

The Platonic Representation Hypothesis - Understanding Lower-Level Intelligence

Explore the concept of Platonic representation in AI, psychology, and neuroscience, examining its implications for understanding lower-level intelligence across disciplines.

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