TILOS Seminar: Optimal Quantization for LLMs and Matrix Multiplication
May 23 @ 11:00 - 12:00TILOS Seminar: Amplifying human performance in combinatorial competitive programming
April 16 @ 11:00 - 12:00TILOS Seminar: Foundational Methods for Foundation Models for Scientific Machine Learning
April 2 @ 11:00 - 12:00TILOS Seminar: Single location regression and attention-based models
March 27 @ 14:00 - 15:00TILOS Seminar: Synthetic Tasks as Testbeds for Attributing Model Behavior
March 12 @ 11:00 - 12:00TILOS-SDSU Seminar: Challenging Estimation Problems in Vehicle Autonomy
February 12 @ 11:00 - 12:00TILOS Seminar: How Transformers Learn Causal Structure with Gradient Descent
November 20, 2024 @ 11:00 - 12:00TILOS Seminar: Off-the-shelf Algorithmic Stability
November 13, 2024 @ 11:00 - 12:00TILOS Seminar: Data Models for Deep Learning: Beyond i.i.d. Assumptions
November 7, 2024 @ 16:00 - 17:00TILOS-SDSU Seminar: AI/ML & NLP for UAS/Air Traffic Management
October 2, 2024 @ 11:00 - 12:00TILOS Seminar: What Kinds of Functions do Neural Networks Learn? Theory and Practical Applications
July 24, 2024 @ 10:00 - 11:00TILOS Seminar: Large Datasets and Models for Robots in the Real World
May 22, 2024 @ 10:00 - 11:00TILOS Seminar: Transformers learn in-context by (functional) gradient descent
April 17, 2024 @ 10:00 - 11:00TILOS Seminar: How Large Models of Language and Vision Help Agents to Learn to Behave
March 20, 2024 @ 10:00 - 11:00AI Ethics in Research Webinar
March 8, 2024 @ 12:00 - 13:00TILOS Seminar: The Dissimilarity Dimension: Sharper Bounds for Optimistic Algorithms
January 18, 2024 @ 10:00 - 11:00TILOS-OPTML++ Seminar: Optimization, Robustness and Privacy in Deep Neural Networks: Insights from the Neural Tangent Kernel
November 8, 2023 @ 11:00 - 12:00TILOS Seminar: Building Personalized Decision Models with Federated Human Preferences
November 2, 2023 @ 11:00 - 12:00TILOS Seminar: Towards Foundation Models for Graph Reasoning and AI 4 Science
October 11, 2023 @ 10:00 - 11:00TILOS Seminar: Machine Learning from Weak, Noisy, and Biased Supervision
September 18, 2023 @ 10:00 - 11:00TILOS Seminar: Learning from Diverse and Small Data
May 19, 2023 @ 10:00 - 11:00TILOS Seminar: The Hidden Convex Optimization Landscape of Deep Neural Networks
May 15, 2023 @ 14:30 - 15:30TILOS-OPTML++ Seminar: Sums of Squares: from Algebra to Analysis
April 26, 2023 @ 09:00 - 10:00TILOS Seminar: ML Training Strategies Inspired by Humans’ Learning Skills
April 19, 2023 @ 10:00 - 11:00TILOS Seminar: Engineering the Future of Software with AI
February 15, 2023 @ 10:00 - 11:00TILOS Seminar: Causal Discovery for Root Cause Analysis
January 18, 2023 @ 10:00 - 11:00TILOS Seminar: Rare Gems: Finding Lottery Tickets at Initialization
November 16, 2022 @ 10:00 - 11:00TILOS Seminar: Robust and Equitable Uncertainty Estimation
October 12, 2022 @ 10:00 - 11:00TILOS Seminar: On Policy Optimization Methods for Control
September 28, 2022 @ 10:00 - 11:00TILOS Seminar: Non-convex Optimization for Linear Quadratic Gaussian (LQG) Control
September 21, 2022 @ 10:00 - 11:00TILOS Seminar: Machine Learning for Design Methodology and EDA Optimization
August 17, 2022 @ 10:00 - 11:00TILOS Seminar: How to use Machine Learning for Combinatorial Optimization? Research Directions and Case Studies
July 20, 2022 @ 10:00 - 11:00TILOS Seminar: The FPGA Physical Design Flow Through the Eyes of ML
June 29, 2022 @ 10:00 - 11:00TILOS Seminar: Reasoning Numerically
June 15, 2022 @ 10:00 - 11:00TILOS Seminar: Deep Generative Models and Inverse Problems
May 18, 2022 @ 10:00 - 11:00TILOS-OPTML++ Seminar: Constant Regret in Online Decision-Making
May 11, 2022 @ 14:30 - 15:30TILOS-OPTML++ Seminar: Equilibrium Computation, Deep Multi-Agent Learning, and Multi-Agent Reinforcement Learning
April 27, 2022 @ 14:30 - 15:30TILOS Seminar: Learning in the Presence of Distribution Shifts: How does the Geometry of Perturbations Play a Role?
April 20, 2022 @ 10:00 - 11:00TILOS Seminar: The Connections Between Discrete Geometric Mechanics, Information Geometry, Accelerated Optimization and Machine Learning
March 16, 2022 @ 10:00 - 11:00TILOS Seminar: MCMC vs. Variational Inference for Credible Learning and Decision Making at Scale
February 16, 2022 @ 10:00 - 11:00TILOS Seminar: Real-time Sampling and Estimation: From IoT Markov Processes to Disease Spread Processes
January 19, 2022 @ 10:00 - 11:00TILOS Seminar: Closing the Virtuous Cycle of AI for IC and IC for AI
December 15, 2021 @ 10:00 - 11:00TILOS Seminar: A Mixture of Past, Present, and Future
November 17, 2021 @ 10:00 - 11:00