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42 videos found
TILOS Seminar: What makes a good world model?
00:46:01
TILOS Seminar: What makes a good world model?
84views
Foundations,
TILOS Seminar Series
TILOS Seminar: Machine learning for discrete optimization: Theoretical foundations
00:55:30
TILOS Seminar: Machine learning for discrete optimization: Theoretical foundations
351views
Foundations,
Machine Learning,
TILOS Seminar Series
A survey of the mixing times of the Proximal Sampler algorithm
00:56:52
A survey of the mixing times of the Proximal Sampler algorithm
331views
Foundations,
Optimization for ML & AI Seminar Series
Transformers Learn Generalizable Chain-of-Thought Reasoning via Gradient Descent
00:56:00
Transformers Learn Generalizable Chain-of-Thought Reasoning via Gradient Descent
386views
Foundations,
Machine Learning,
Optimization for ML & AI Seminar Series
(De)regularized Wasserstein Gradient Flows via Reproducing Kernels
01:00:42
(De)regularized Wasserstein Gradient Flows via Reproducing Kernels
333views
Foundations,
Machine Learning,
Optimization for ML & AI Seminar Series
TILOS Seminar: Neuromorphic LLMs
00:50:53
TILOS Seminar: Neuromorphic LLMs
419views
Foundations,
Machine Learning,
TILOS Seminar Series
TILOS Seminar: Kinetic Theory Perspective of Foundation Models for Physics
01:01:36
TILOS Seminar: Kinetic Theory Perspective of Foundation Models for Physics
372views
Foundations,
Panel Discussions,
TILOS Seminar Series
Title slide for a presentation by Dr. Joel Tropp titled "Subspace Injections"
00:58:24
Randomized Linear Algebra with Subspace Injections
295views
Foundations,
Optimization for ML & AI Seminar Series
Stochastic-Gradient and Diagonal-Scaling Algorithms for Constrained Optimization and Learning
00:55:54
Stochastic-Gradient and Diagonal-Scaling Algorithms for Constrained Optimization and Learning
336views
Foundations,
Machine Learning,
Optimization for ML & AI Seminar Series
Title slide for a presentation by Dr. Courtney Paquette titled "High-dimensional Optimization in Machine Learning with Applications to Compute-Optimal Neural Scaling Laws"
00:54:16
High-dimensional Optimization with Applications to Compute-Optimal Neural Scaling Laws
339views
Foundations,
Machine Learning,
Optimization for ML & AI Seminar Series,
TILOS Seminar Series
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This project is supported by the U.S. National Science Foundation under awards 2112665 and 2622219. Any opinions, findings, conclusions, or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the U.S. National Science Foundation.

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