Publications

 

 

All publications of IPG

Random matrix methods for high-dimensional machine learning models

A. P. M. Bodin / N. Macris (Dir.)  

Lausanne, EPFL, 2024. 

On the (Im)possibility of Commitment over Gaussian Unfair Noisy Channels

A. Budkuley; P. Joshi; M. Mamindlapally; A. K. Yadav 

2023-08-22. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023.

Information Spectrum Converse for Minimum Entropy Couplings and Functional Representations

A. K. Yadav; Y. Shkel 

2023-08-22. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023. DOI : 10.1109/ISIT54713.2023.10206466.

Social Learning under Randomized Collaborations

Y. Inan; M. Kayaalp; E. Telatar; A. H. Sayed 

2023-08-03. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, 26 June-1 July, 2022. p. 115-120. DOI : 10.1109/ISIT50566.2022.9834621.

Time vs. Truth: Age-Distortion Tradeoffs and Strategies for Distributed Inference

Y. Inan / E. Telatar (Dir.)  

Lausanne, EPFL, 2023. 

Distributed Lossy Computation with Structured Codes: From Discrete to Continuous Sources

A. Pastore; S. H. Lim; C. Feng; B. Nazer; M. C. Gastpar 

2023. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023. p. 1681-1686. DOI : 10.1109/ISIT54713.2023.10206990.

Personalized Privacy-Preserving Distributed Learning on Heterogeneous Data

A. Pradeep; M. C. Gastpar 

2023. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023. p. 2272-2277. DOI : 10.1109/ISIT54713.2023.10206907.

Beyond worst-case analysis, with or without predictions

A. Maggiori / R. Urbanke; O. N. A. Svensson (Dir.)  

Lausanne, EPFL, 2023. 

Optima Age Over Erasure Channels

E. Najm; E. Telatar; R. Nasser 

Ieee Transactions On Information Theory. 2022-09-01. Vol. 68, num. 9, p. 5901-5922. DOI : 10.1109/TIT.2022.3167601.

Age-Optimal Causal Labeling of Memoryless Processes

Y. Inan; E. Telatar 

2022-08-03. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, June 26- July 1, 2022. p. 2082-2087. DOI : 10.1109/ISIT50566.2022.9834803.

Second-Order Converse for Rate-Limited Common Randomness Generation

H. Hentila; Y. Shkel; V. Koivunen 

2022-08-03.  p. 2315-2320. DOI : 10.1109/ISIT50566.2022.9834737.

Safety in Numbers: Asymptotic Analysis of a Monitoring Problem

R. Inovan; E. Telatar 

2022-05-13

A Revisitation of Low-Rate Bounds on the Reliability Function of Discrete Memoryless Channels for List Decoding

M. Bondaschi; M. Dalai 

Ieee Transactions On Information Theory. 2022-05-01. Vol. 68, num. 5, p. 2829-2838. DOI : 10.1109/TIT.2022.3145318.

Mismatched Decoding Reliability Function at Zero Rate

M. Bondaschi; A. G. Fabregas; M. Dalai 

Ieee Transactions On Information Theory. 2022-03-01. Vol. 68, num. 3, p. 1482-1495. DOI : 10.1109/TIT.2021.3131646.

The Gray-Wyner Network and Wyner’s Common Information for Gaussian Sources

E. Sula; M. Gastpar 

Ieee Transactions On Information Theory. 2022-02-01. Vol. 68, num. 2, p. 1369-1384. DOI : 10.1109/TIT.2021.3128187.

Age-Optimal Causal Labeling of Memoryless Processes

Y. Inan; E. Telatar 

2022-01-29

Safety in Numbers: Asymptotic Analysis of a Monitoring Problem

R. Inovan; E. Telatar 

2022-01-01. IEEE Information Theory Workshop (ITW), Mumbai, INDIA, Nov 01-09, 2022. p. 768-773. DOI : 10.1109/ITW54588.2022.9965798.

A Johnson-Lindenstrauss Framework for Randomly Initialized CNNs

I. Nachum; J. Hazla; M. C. Gastpar; A. Khina 

2022. The Tenth International Conference on Learning Representations (ICLR 2022), Virtual, April 25, 2022.

A Unified Discretization Approach to Compute–Forward: From Discrete to Continuous Inputs

A. Pastore; S. H. Lim; C. Feng; B. Nazer; M. C. Gastpar 

IEEE Transactions on Information Theory. 2022. Vol. 69, num. 1, p. 1-46. DOI : 10.1109/TIT.2022.3197592.

From Generalisation Error to Transportation-cost Inequalities and Back

A. R. Esposito; M. C. Gastpar 

2022. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, June 26-July 1, 2022. p. 294-299. DOI : 10.1109/ISIT50566.2022.9834354.

Shannon Bounds on Lossy Gray-Wyner Networks

E. Sula; M. C. Gastpar 

2022. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, June 26-July 1, 2022. p. 1414-1419. DOI : 10.1109/ISIT50566.2022.9834546.

Alpha-NML Universal Predictors

M. Bondaschi; M. C. Gastpar 

2022. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, June 26-July 1, 2022. p. 468-473. DOI : 10.1109/ISIT50566.2022.9834544.

On Sibson’s α-Mutual Information

A. R. Esposito; A. Vandenbroucque; M. C. Gastpar 

2022. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, June 26-July 1, 2022. p. 2904-2909. DOI : 10.1109/ISIT50566.2022.9834428.

Finite Littlestone Dimension Implies Finite Information Complexity

A. Pradeep; I. Nachum; M. C. Gastpar 

2022. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, June 26-July 1, 2022. p. 3055-3060. DOI : 10.1109/ISIT50566.2022.9834457.

Lower-bounds on the Bayesian Risk in Estimation Procedures via f–Divergences

A. Vandenbroucque; A. R. Esposito; M. C. Gastpar 

2022. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, June 26-July 1, 2022. p. 1106-1111. DOI : 10.1109/ISIT50566.2022.9834708.

The Price of Distributed: Rate Loss in the CEO Problem

A. Atalik; A. Kose; M. C. Gastpar 

2022. 2022 56th Annual Conference on Information Sciences and Systems (CISS), Princeton, NJ, USA, March 9-11, 2022. p. 125-130. DOI : 10.1109/CISS53076.2022.9751153.

Differential Entropy of the Conditional Expectation Under Additive Gaussian Noise

A. Atalik; A. Kose; M. Gastpar 

Ieee Transactions On Signal Processing. 2022-01-01. Vol. 70, p. 4851-4866. DOI : 10.1109/TSP.2022.3211403.

A Functional Perspective on Information Measures

A. R. Esposito / M. C. Gastpar (Dir.)  

Lausanne, EPFL, 2022. 

On the Efficiency of Polar-Like Decoding for Symmetric Codes

K. Ivanov; R. L. Urbanke 

Ieee Transactions On Communications. 2022-01-01. Vol. 70, num. 1, p. 163-170. DOI : 10.1109/TCOMM.2021.3121442.

Secret Key Generation Using Short Blocklength Polar Coding Over Wireless Channels

H. Hentila; Y. Y. Shkel; V. Koivunen 

Ieee Journal Of Selected Topics In Signal Processing. 2022-01-01. Vol. 16, num. 1, p. 144-157. DOI : 10.1109/JSTSP.2021.3129624.

Symmetry in design and decoding of polar-like codes

K. Ivanov / R. Urbanke (Dir.)  

Lausanne, EPFL, 2022. 

Mutual information for low-rank even-order symmetric tensor estimation

C. Luneau; J. Barbier; N. Macris 

Information And Inference-A Journal Of The Ima. 2021-12-01. Vol. 10, num. 4, p. 1167-1207. DOI : 10.1093/imaiai/iaaa022.

The Stability of Low-Density Parity-Check Codes and Some of its Consequences

W. Liu; R. Urbanke 

Ieee Transactions On Information Theory. 2021-12-01. Vol. 67, num. 12, p. 7782-7806. DOI : 10.1109/TIT.2021.3119392.

Almost-Reed-Muller Codes Achieve Constant Rates for Random Errors

E. Abbe; J. Hazla; I. Nachum 

Ieee Transactions On Information Theory. 2021-12-01. Vol. 67, num. 12, p. 8034-8050. DOI : 10.1109/TIT.2021.3116663.

A Fundamental Limit of Distributed Hypothesis Testing Under Memoryless Quantization

Y. Inan; M. Kayaalp; A. H. Sayed; E. Telatar 

2021-11-12

A Statistical Physics approach to a multi-channel Wigner spiked model

D. Alberici; F. Camilli; P. Contucci; E. Mingione 

Epl. 2021-11-01. Vol. 136, num. 4, p. 48001. DOI : 10.1209/0295-5075/ac4794.

Learning from survey propagation: a neural network for MAX-E-3-SAT

R. Marino 

Machine Learning-Science And Technology. 2021-09-01. Vol. 2, num. 3, p. 035032. DOI : 10.1088/2632-2153/ac0496.

The Solution of the Deep Boltzmann Machine on the Nishimori Line

D. Alberici; F. Camilli; P. Contucci; E. Mingione 

Communications In Mathematical Physics. 2021-07-27. Vol. 387, p. 1191–1214. DOI : 10.1007/s00220-021-04165-0.

Bell Diagonal and Werner State Generation: Entanglement, Non-Locality, Steering and Discord on the IBM Quantum Computer

E. Riedel Gårding; N. Schwaller; C. L. Chan; S. Y. Chang; S. Bosch et al. 

Entropy. 2021-06-23. Vol. 23, num. 7, p. 797. DOI : 10.3390/e23070797.

Criticality and conformality in the random dimer model

S. Caracciolo; R. Fabbricatore; M. Gherardi; R. Marino; G. Parisi et al. 

Physical Review E. 2021-04-16. Vol. 103, num. 4, p. 042127. DOI : 10.1103/PhysRevE.103.042127.

Adaptive Path Interpolation Method for Sparse Systems: Application to a Censored Block Model

J. Barbier; C. L. Chan; N. Macris 

Ieee Transactions On Information Theory. 2021-04-01. Vol. 67, num. 4, p. 2093-2114. DOI : 10.1109/TIT.2021.3052524.

Deep Boltzmann Machines: Rigorous Results at Arbitrary Depth

D. Alberici; P. Contucci; E. Mingione 

Annales Henri Poincaré. 2021-02-22. Vol. 22, p. 2619–2642. DOI : 10.1007/s00023-021-01027-2.

Secrecy by Design With Applications to Privacy and Compression

Y. Y. Shkel; R. S. Blum; H. V. Poor 

Ieee Transactions On Information Theory. 2021-02-01. Vol. 67, num. 2, p. 824-843. DOI : 10.1109/TIT.2020.3041224.

Common Information Components Analysis

E. Sula; M. C. Gastpar 

Entropy. 2021-02-01. Vol. 23, num. 2, p. 151. DOI : 10.3390/e23020151.

The Multi-species Mean-Field Spin-Glass on the Nishimori Line

D. Alberici; F. Camilli; P. Contucci; E. Mingione 

Journal Of Statistical Physics. 2021-01-02. Vol. 182, num. 1, p. 2. DOI : 10.1007/s10955-020-02684-z.

Differential Entropy of the Conditional Expectation under Gaussian Noise

A. Atalik; A. Kose; M. Gastpar 

2021-01-01. IEEE Information Theory Workshop (ITW), ELECTR NETWORK, Oct 17-21, 2021. DOI : 10.1109/ITW48936.2021.9611440.

Optimal Policies for Age and Distortion in a Discrete-Time Model

Y. Inan; R. Inovan; E. Telatar 

2021-01-01. IEEE Information Theory Workshop (ITW), ELECTR NETWORK, Oct 17-21, 2021. DOI : 10.1109/ITW48936.2021.9611456.

Positioning Left-hand Movement in Violin Performance: A System and User Study of Fingering Pattern Generation

Y-H. Jen; T-P. Chen; S-W. Sun; L. Su 

2021-01-01. 26th International Conference on Intelligent User Interfaces (IUI), ELECTR NETWORK, Apr 13-17, 2021. p. 208-212. DOI : 10.1145/3397481.3450661.

Learning, compression, and leakage: Minimising classification error via meta-universal compression principles

F. E. Rosas; P. A. M. Mediano; M. Gastpar 

2021-01-01. IEEE Information Theory Workshop (ITW), ELECTR NETWORK, Apr 11-15, 2021. DOI : 10.1109/ITW46852.2021.9457579.

Secret Key Generation Over Wireless Channels Using Short Blocklength Multilevel Source Polar Coding

H. Hentila; Y. Y. Shkel; V. Koivunen 

2021-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ELECTR NETWORK, Jun 06-11, 2021. p. 2615-2619. DOI : 10.1109/ICASSP39728.2021.9415041.