Deep Reinforcement Learning
18 videos • 1,456 views • by CSAChannel IISc
1
A Lyapunov Approach for Finite-sample Convergence Bounds with Off-policy RL, by Sanjay Shakkottai
CSAChannel IISc
Download
2
Offline Reinforcement Learning, by Sergey Levine
CSAChannel IISc
Download
3
Concentration Bounds for TD Learning with Linear Function Approximation, by Prashanth L.A
CSAChannel IISc
Download
4
Lessons from AlphaZero for Optimal, Model Predictive, and Adaptive Control, by Dimitri Bertsekas
CSAChannel IISc
Download
5
Dynamic Social Learning Under Graph Constraints, by Vivek Borkar
CSAChannel IISc
Download
6
Mask & Focus: Conversation modelling by learning concepts, by Gaurav Panday
CSAChannel IISc
Download
7
Model-Based Algorithms for Offline Learning, by Aravind Rajeswaran
CSAChannel IISc
Download
8
Practical Tools to Analyze Practical Deep Reinforcement Learning, by Arunselvan Ramaswamy
CSAChannel IISc
Download
9
The Increasing Role of Sensorimotor Experience in AI, by Richard Sutton
CSAChannel IISc
Download
10
Generalization Bounds and Neural Tangent Kernels, by Debarghya Ghoshdastidar
CSAChannel IISc
Download
11
Universal Decision Making using Information Fields, by Sridhar Mahadevan
CSAChannel IISc
Download
12
Correlation Robust Influence Maximization, by Divya Padmanabhan
CSAChannel IISc
Download
13
Zap Q-learning with Nonlinear Function Approximation, by Sean Meyn
CSAChannel IISc
Download
14
The Role of Lookahead and Approximate PE in PI with Linear Value, by R.Srikant
CSAChannel IISc
Download
15
Dismantling the Deep Neural Network Black Box, by Chandrashekar Lakshminarayanan
CSAChannel IISc
Download
16
Are there Needles in a (Moving) Haystack?, by Rui M. Castro
CSAChannel IISc
Download
17
Under-exploration in Bandits with Mean Bounds for Leveraging Confounded Data, by Karthikeyan S
CSAChannel IISc
Download
18
Some New Results on using FA to Solve Large Scale Planning Problems, by Csaba Szepesvari
CSAChannel IISc
Download