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Information bottlenecks in emerging distributed systems - Part 2

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Machines learningDistributed LearningDistributed Systems

Coded Caching: Past, Present, Future

�ۿ۴�ý ITW 2020, Riva del Garda, Italy Plenary Lecture

ITW Plenary LecturePlenary Lecture

Active Methods: Learning as you go and as fast as you can - Part 3

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Machine Learning

The generalization error of overparametrized models: Insights from exact asymptotics

�ۿ۴�ý ITW 2020, Riva del Garda, Italy Plenary Lecture

ITW Plenary LecturePlenary Lecture

An Introduction to Quantum Computation

�ۿ۴�ý ITW 2020, Riva del Garda, Italy Tutorial

Tutorial

Diversity vs. Parallelism in Distributed Computing with Redundancy

�ۿ۴�ý ITW 2020, Riva del Garda, Italy Plenary Lecture

ITW Plenary LecturePlenary Lecture

Explicit and Implicit Inductive Bias in Deep Learning

�ۿ۴�ý ITW 2020, Riva del Garda, Italy Tutorial

Deep LearningDistributed LearningTutorial

Finite-Blocklength Schemes in Information Theory (3/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Information theoryCoding TheoryFinite blocklength

Fundamental Trade-Offs between Privacy and Utility in Data Sharing (2/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Data sharingPrivacy

Locally-Testable and Locally-Decodable Codes (1/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Coding TheoryLocally-testable codesLocally-decodable codes

Random Walk on High Dimensional Expanders (2/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Random WalkHigh dimensional expander Hypergraphs

Data Driven Algorithm Design

�ۿ۴�ý ITW 2020, Riva del Garda, Italy Plenary Lecture

ITW Plenary LecturePlenary Lecture

Information-directed Exploration in Bandits and Reinforcement Learning

�ۿ۴�ý ITW 2020, Riva del Garda, Italy Plenary Lecture

ITW Plenary LecturePlenary Lecture

Estimation and Hypothesis Testing under Information Constraints (Part 3/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

EstimationHypothesis TestingDistributed SystemsSecrecy

Finite-Blocklength Schemes in Information Theory (1/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Information theoryCoding TheoryFinite blocklength

Finite-Blocklength Schemes in Information Theory (2/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Information theoryCoding TheoryFinite blocklength

Tree archeology: Root finding and broadcasting

�ۿ۴�ý ITW 2020, Riva del Garda, Italy Plenary Lecture

ITW Plenary LecturePlenary Lecture

Polar Codes: Origins to 5G and Beyond - Part 1

Channel CodingCoding TheoryPolar Codes

Information Theoretic Foundations for Data Science - Part 2

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Machine Learning

An Information Theoretic Perspective on Database and Graph Matching - Part 1

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Database Graph Matching

Information bottlenecks in emerging distributed systems - Part 1

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Machines learningDistributed LearningDistributed Systems

Fair Machine Learning via Information Theory (3/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Machine LearningInformation theoryFairness

Fair Machine Learning via Information Theory (2/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Machine LearningInformation theoryFairness

Fair Machine Learning via Information Theory (1/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Machine LearningInformation theoryFairness

Estimation and Hypothesis Testing under Information Constraints (Part 2/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

EstimationHypothesis TestingDistributed SystemsSecrecy

Locally-Testable and Locally-Decodable Codes (2/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Coding TheoryLocally-testable codesLocally-decodable codes

Fundamental Trade-Offs between Privacy and Utility in Data Sharing (1/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Data sharingPrivacy

Mutual Information in Machine Learning (3/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Mutual information Machines learning Estimation

Mutual Information in Machine Learning (2/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Mutual information Machines learning Estimation

Random Walk on High Dimensional Expanders (3/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Random WalkHigh dimensional expander Hypergraphs

Random Walk on High Dimensional Expanders (1/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Random WalkHigh dimensional expander Hypergraphs

Fundamental Trade-Offs between Privacy and Utility in Data Sharing (3/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Data sharingPrivacy

Locally-Testable and Locally-Decodable Codes (3/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Coding TheoryLocally-testable codesLocally-decodable codes

Estimation and Hypothesis Testing under Information Constraints (1/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

EstimationHypothesis TestingDistributed SystemsSecrecy

Mutual Information in Machine Learning (1/3)

2021 Croucher Summer Course in Information Theory, The Chinese University of Hong Kong Lecture

Mutual information Machines learning Estimation

Active Methods: Learning as you go and as fast as you can - Part 1

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Machine Learning

Polar Codes: Origins to 5G and Beyond - Part 2

Channel CodingCoding TheoryPolar Codes

An Information Theoretic Perspective on Database and Graph Matching - Part 2

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Database Graph Matching

Active Methods: Learning as you go and as fast as you can - Part 2

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Machine Learning

Community-Aware Group Testing

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Group Testing

Information Theoretic Foundations for Data Science - Part 1

Plenary Talk 2022 North American School of Information Theory UCLA, Los Angeles, August 16-19, 2022.

Machine Learning

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