54:25Provable Defenses against Adversarial Examples via the Convex Outer Adversarial Polytope
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A 54-minute video from MediaTek Research: “Provable Defenses against Adversarial Examples via the Convex Outer Adversarial Polytope”.
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1:20:40Trend in AI Theory Seminar 1: Is Q-learning provably efficient?
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A 81-minute video from MediaTek Research: “Trend in AI Theory Seminar 1: Is Q-learning provably efficient?”.
51:10Trend in AI Theory Seminar: A Theoretical Analysis of Deep Q-Learning
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A 51-minute video from MediaTek Research: “Trend in AI Theory Seminar: A Theoretical Analysis of Deep Q-Learning”.
32:38Trend in AI Theory Seminar: Emergence: Complexity matters also in AI
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A 33-minute video from MediaTek Research: “Trend in AI Theory Seminar: Emergence: Complexity matters also in AI”.
38:14Trend in AI Theory Seminar: Provably Efficient Reinforcement Learning Algorithms
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A 38-minute video from MediaTek Research: “Trend in AI Theory Seminar: Provably Efficient Reinforcement Learning Algorithms”.
13:17Trend in AI theory seminar: Kernel-Based Q-Learning
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A 13-minute video from MediaTek Research: “Trend in AI theory seminar: Kernel-Based Q-Learning”.
1:07:30Trends in AI Theory Seminar 2 : An Overview of Stochastic Bandits
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A 68-minute video from MediaTek Research: “Trends in AI Theory Seminar 2 : An Overview of Stochastic Bandits”.
1:22:33Trends in AI Theory Seminar 6: Overparametrized Neural Networks and Corresponding Error Estimates
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A 83-minute video from MediaTek Research: “Trends in AI Theory Seminar 6: Overparametrized Neural Networks and Corresponding Error Estimates”.
1:07:04Trends in AI Theory Seminar 7: Provable verification on maxpool-based CNN via convex outer bound
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A 67-minute video from MediaTek Research: “Trends in AI Theory Seminar 7: Provable verification on maxpool-based CNN via convex outer bound”.
47:10Trends in AI Theory Seminar 8: A Unified View of cGANs with and without Classifiers
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A 47-minute video from MediaTek Research: “Trends in AI Theory Seminar 8: A Unified View of cGANs with and without Classifiers”.
58:50Trends in AI Theory Seminar 9: Neural Networks and Quantum Field Theory?
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A 59-minute video from MediaTek Research: “Trends in AI Theory Seminar 9: Neural Networks and Quantum Field Theory?”.
50:32Trends in AI Theory Seminar: Mean field theory of 2-layer Neural Networks
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A 51-minute video from MediaTek Research: “Trends in AI Theory Seminar: Mean field theory of 2-layer Neural Networks”.
1:24:04Trends in AI Theory Seminar: "A brief introduction to optimization on manifolds"
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A 84-minute video from MediaTek Research: “Trends in AI Theory Seminar: "A brief introduction to optimization on manifolds"”.
1:11:21Trends in AI Theory Seminar: "Contextual Bandits with Linear Payoff Functions"
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A 71-minute video from MediaTek Research: “Trends in AI Theory Seminar: "Contextual Bandits with Linear Payoff Functions"”.
57:19Trends in AI Theory Seminar: "Kernel-Based Bandits: Fundamentals and Recent Advances"
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A 57-minute video from MediaTek Research: “Trends in AI Theory Seminar: "Kernel-Based Bandits: Fundamentals and Recent Advances"”.
46:00Trends in AI Theory Seminar: "Off-Policy Deep Reinforcement Learning without Exploration"
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A 46-minute video from MediaTek Research: “Trends in AI Theory Seminar: "Off-Policy Deep Reinforcement Learning without Exploration"”.
1:16:53Trends in AI Theory Seminar: "Online Portfolio Selection and Online Entropic Mirror Descent"
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A 77-minute video from MediaTek Research: “Trends in AI Theory Seminar: "Online Portfolio Selection and Online Entropic Mirror Descent"”.
42:55Trends in AI Theory Seminar: An Introduction to Sampling High Dimensional Constrained Continuous..
A 43-minute video from MediaTek Research: “Trends in AI Theory Seminar: An Introduction to Sampling High Dimensional Constrained Continuous..”.
1:15:45Trends in AI Theory Seminar: An Introduction to the Mean-Field Approach for Neural Networks
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A 76-minute video from MediaTek Research: “Trends in AI Theory Seminar: An Introduction to the Mean-Field Approach for Neural Networks”.
35:03Trends in AI Theory Seminar: Deriving the loss in DDPM
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A 35-minute video from MediaTek Research: “Trends in AI Theory Seminar: Deriving the loss in DDPM”.
58:17Trends in AI Theory Seminar: Generative Flow Networks (GFlowNets)
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A 58-minute video from MediaTek Research: “Trends in AI Theory Seminar: Generative Flow Networks (GFlowNets)”.
44:16Trends in AI Theory Seminar: Improved Convergence Rates for Sparse Approximation Methods in Kernel..
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A 44-minute video from MediaTek Research: “Trends in AI Theory Seminar: Improved Convergence Rates for Sparse Approximation Methods in Kernel..”.
1:14:08Trends in AI Theory Seminar: Learning Quantum States with the Log-Loss
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A 74-minute video from MediaTek Research: “Trends in AI Theory Seminar: Learning Quantum States with the Log-Loss”.
42:27Trends in AI Theory Seminar: Optimal Order Simple Regret for Gaussian Process Bandits
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A 42-minute video from MediaTek Research: “Trends in AI Theory Seminar: Optimal Order Simple Regret for Gaussian Process Bandits”.
39:05Trends in AI Theory Seminar: Polyak-type step sizes for mirror descent methods
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A 39-minute video from MediaTek Research: “Trends in AI Theory Seminar: Polyak-type step sizes for mirror descent methods”.
40:36Trends in AI Theory Seminar: Simple And Scalable Off-Policy Reinforcement Learning
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A 41-minute video from MediaTek Research: “Trends in AI Theory Seminar: Simple And Scalable Off-Policy Reinforcement Learning”.
1:02:52Trends in AI Theory Seminar: Stochastic bandits robust to adversarial corruptions
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A 63-minute video from MediaTek Research: “Trends in AI Theory Seminar: Stochastic bandits robust to adversarial corruptions”.