All publications of IPG
Random matrix methods for high-dimensional machine learning models
Lausanne, EPFL, 2024.Beyond worst-case analysis, with or without predictions
Lausanne, EPFL, 2023.Symmetry in design and decoding of polar-like codes
Lausanne, EPFL, 2022.On the Efficiency of Polar-Like Decoding for Symmetric Codes
Ieee Transactions On Communications. 2022. Vol. 70, num. 1, p. 163 – 170. DOI : 10.1109/TCOMM.2021.3121442.Polar Codes Do Not Have Many Affine Automorphisms
2022. IEEE International Symposium on Information Theory (ISIT), Espoo, FINLAND, 2022-06-26 – 2022-07-01. p. 2374 – 2378. DOI : 10.1109/ISIT50566.2022.9834782.Mutual information for low-rank even-order symmetric tensor estimation
Information And Inference-A Journal Of The Ima. 2021. 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
Ieee Transactions On Information Theory. 2021. Vol. 67, num. 12, p. 7782 – 7806. DOI : 10.1109/TIT.2021.3119392.A Statistical Physics approach to a multi-channel Wigner spiked model
Epl. 2021. Vol. 136, num. 4, p. 48001. DOI : 10.1209/0295-5075/ac4794.Learning from survey propagation: a neural network for MAX-E-3-SAT
Machine Learning-Science And Technology. 2021. Vol. 2, num. 3, p. 035032. DOI : 10.1088/2632-2153/ac0496.The Solution of the Deep Boltzmann Machine on the Nishimori Line
Communications In Mathematical Physics. 2021. 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
Entropy. 2021. Vol. 23, num. 7, p. 797. DOI : 10.3390/e23070797.Criticality and conformality in the random dimer model
Physical Review E. 2021. 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
Ieee Transactions On Information Theory. 2021. Vol. 67, num. 4, p. 2093 – 2114. DOI : 10.1109/TIT.2021.3052524.Deep Boltzmann Machines: Rigorous Results at Arbitrary Depth
Annales Henri Poincaré. 2021. Vol. 22, p. 2619 – 2642. DOI : 10.1007/s00023-021-01027-2.The Multi-species Mean-Field Spin-Glass on the Nishimori Line
Journal Of Statistical Physics. 2021. Vol. 182, num. 1, p. 2. DOI : 10.1007/s10955-020-02684-z.Query Complexity of Adversarial Attacks
2021. International Conference on Machine Learning (ICML), ELECTR NETWORK, Jul 18-24, 2021.Statistical limits of high-dimensional inference problems
Lausanne, EPFL, 2021.Fast Block Sequential Decoding of Polar Codes
Ieee Transactions On Vehicular Technology. 2020. Vol. 69, num. 10, p. 10988 – 10999. DOI : 10.1109/TVT.2020.3006369.Concentration of Multi-overlaps for Random Dilute Ferromagnetic Spin Models
Journal Of Statistical Physics. 2020. Vol. 180, num. 1-6, p. 534 – 557. DOI : 10.1007/s10955-019-02470-6.On the Second-Order Asymptotics of the Partially Smoothed Conditional Min-Entropy & Application to Quantum Compression
IEEE JOURNAL ON SELECTED AREAS IN INFORMATION THEORY. 2020. Vol. 1, num. 2, p. 416 – 423. DOI : 10.1109/JSAIT.2020.3016899.Urolithin A provides cardioprotection and mitochondrial quality enhancement preclinically and improves human cardiovascular health biomarkers
iScience. 2025. Vol. 28, num. 2, p. 111814. DOI : 10.1016/j.isci.2025.111814.On entropy-constrained Gaussian channel capacity via the moment problem
2025
Attention with Markov: A Curious Case of Single-layer Transformers
2025. 13th International Conference on Learning Representations (ICLR 2025), Singapore, 2025-04-24 – 2025-04-28.How to Make Measure Theory Completely Pointless
Lausanne, EPFL, 2025.Jacobian Descent for Multi-Objective Optimization
2024
Local to global: Learning dynamics and effect of initialization for transformers
38th Annual Conference on Neural Information Processing Systems, Vancouver Convention Center, Canada, 2024-12-10 – 2024-12-15.Fundamental Limits of Prompt Compression: A Rate- Distortion Framework for Black-Box Language Models
38th Annual Conference on Neural Information Processing Systems, Vancouver Convention Center, Canada, 2024-12-10 – 2024-12-15.Causal Impact Analysis for Asynchronous Decision Making
2024. 2024 IEEE International Symposium on Information Theory, Athens, Greece, 2024-07-07 – 2024-07-12. p. 1641 – 1645. DOI : 10.1109/ISIT57864.2024.10619126.How Deep Neural Networks Learn Compositional Data: The Random Hierarchy Model
Physical Review X. 2024. Vol. 14, num. 3, p. 031001. DOI : 10.1103/PhysRevX.14.031001.On the Arithmetic and Geometric Fusion of Beliefs for Distributed Inference
Ieee Transactions On Automatic Control. 2024. Vol. 69, num. 4, p. 2265 – 2280. DOI : 10.1109/TAC.2023.3330405.Causal Influence in Federated Edge Inference
IEEE TRANSACTIONS ON SIGNAL PROCESSING. 2024. Vol. 72, p. 5604 – 5615. DOI : 10.1109/TSP.2024.3507715.On Speed and Advantage : Results in Information Velocity and Monitoring Problems
Lausanne, EPFL, 2024.Social Learning under Randomized Collaborations
2023. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, 26 June-1 July, 2022. p. 115 – 120. DOI : 10.1109/ISIT50566.2022.9834621.On the Fusion Strategies for Federated Decision Making
2023. 22nd IEEE Statistical Signal Processing Workshop (SSP), Hanoi, VIETNAM, July 02-05, 2023. p. 270 – 274. DOI : 10.1109/SSP53291.2023.10208062.Time vs. Truth: Age-Distortion Tradeoffs and Strategies for Distributed Inference
Lausanne, EPFL, 2023.Optima Age Over Erasure Channels
Ieee Transactions On Information Theory. 2022. Vol. 68, num. 9, p. 5901 – 5922. DOI : 10.1109/TIT.2022.3167601.Age-Optimal Causal Labeling of Memoryless Processes
2022. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, June 26- July 1, 2022. p. 2082 – 2087. DOI : 10.1109/ISIT50566.2022.9834803.Safety in Numbers: Asymptotic Analysis of a Monitoring Problem
2022
Age-Optimal Causal Labeling of Memoryless Processes
2022
A Fundamental Limit of Distributed Hypothesis Testing Under Memoryless Quantization
2022. IEEE International Conference on Communications (ICC), Seoul, SOUTH KOREA, May 16-20, 2022. p. 4824 – 4829. DOI : 10.1109/ICC45855.2022.9838646.Attention with Markov: A Curious Case of Single-layer Transformers
2025. 13th International Conference on Learning Representations (ICLR 2025), Singapore, 2025-04-24 – 2025-04-28.Data Heterogeneity in Linear Distributed Estimation and Learning
Lausanne, EPFL, 2025.Propagation of Orientation Across Lengthscales in Sheared Self-Assembling Hierarchical Suspensions via Rheo-PLI-SAXS
ADVANCED SCIENCE. 2024. DOI : 10.1002/advs.202410920.Lower Bounds on the Bayesian Risk via Information Measures
Journal of Machine Learning Research. 2024. Vol. 25, p. 340.Local to global: Learning dynamics and effect of initialization for transformers
38th Annual Conference on Neural Information Processing Systems, Vancouver Convention Center, Canada, 2024-12-10 – 2024-12-15.Fundamental Limits of Prompt Compression: A Rate- Distortion Framework for Black-Box Language Models
38th Annual Conference on Neural Information Processing Systems, Vancouver Convention Center, Canada, 2024-12-10 – 2024-12-15.Shannon Bounds for Quadratic Rate-Distortion Problems
IEEE Journal on Selected Areas in Information Theory. 2024. Vol. 5, p. 597 – 608. DOI : 10.1109/JSAIT.2024.3465022.Search for high-mass exclusive diphoton production with tagged protons in proton-proton collisions at √s=13 TeV
PHYSICAL REVIEW D. 2024. Vol. 110, num. 1. DOI : 10.1103/PhysRevD.110.012010.Analysis of Bootstrap and Subsampling in High-dimensional Regularized Regression
2024. 40th Conference on Uncertainty in Artificial Intelligence, Barcelona, Spain, 2024-07-15 – 2024-07-19.Mismatched Rate-Distortion Theory: Ensembles, Bounds, and General Alphabets
Ieee Transactions On Information Theory. 2024. Vol. 70, num. 3, p. 1525 – 1539. DOI : 10.1109/TIT.2024.3356477.The Persuasion Bottleneck
2024. IEEE International Symposium on Information Theory, Athens, Greece, 2024-07-07 – 2024-07-12. p. 2472 – 2477. DOI : 10.1109/ISIT57864.2024.10619395.Variational Characterizations of Sibson’s α-Mutual Information
2024. IEEE International Symposium on Information Theory, Athens, Greece, 2024-07-07 – 2024-07-12. p. 2110 – 2115. DOI : 10.1109/ISIT57864.2024.10619378.Characterising directed and undirected metrics of high-order interdependence
2024. IEEE International Symposium on Information Theory Workshops, Athens, Greece, 2024-07-07 – 2024-07-07. DOI : 10.1109/ISIT-W61686.2024.10591754.Unlabeled Principal Component Analysis and Matrix Completion
Journal Of Machine Learning Research. 2024. Vol. 25, p. 1 – 38.Simultaneous Computation and Communication over MAC
2024. IEEE International Symposium on Information Theory, Athens, Greece, 2024-07-07 – 2024-07-12. p. 3350 – 3355. DOI : 10.1109/ISIT57864.2024.10619540.Properties of the Strong Data Processing Constant for Rényi Divergence
2024. IEEE International Symposium on Information Theory, Athens, Greece, 2024-07-07 – 2024-07-12. p. 3178 – 3183. DOI : 10.1109/ISIT57864.2024.10619367.Distributed Lossy Computation with Structured Codes: From Discrete to Continuous Sources
2023. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023. p. 1681 – 1686. DOI : 10.1109/ISIT54713.2023.10206990.Machine Learning-Aided Efficient Decoding of Reed-Muller Subcodes
IEEE Journal on Selected Areas in Information Theory. 2023. Vol. 4, p. 260 – 275. DOI : 10.1109/JSAIT.2023.3298362.A Unified Discretization Approach to Compute–Forward: From Discrete to Continuous Inputs
IEEE Transactions on Information Theory. 2023. Vol. 69, num. 1, p. 1 – 46. DOI : 10.1109/TIT.2022.3197592.Personalized Privacy-Preserving Distributed Learning on Heterogeneous Data
2023. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023. p. 2272 – 2277. DOI : 10.1109/ISIT54713.2023.10206907.Data Heterogeneity in Linear Distributed Estimation and Learning
Lausanne, EPFL, 2025.Search for high-mass exclusive diphoton production with tagged protons in proton-proton collisions at √s=13 TeV
PHYSICAL REVIEW D. 2024. Vol. 110, num. 1. DOI : 10.1103/PhysRevD.110.012010.Nonresonant central exclusive production of charged-hadron pairs in proton-proton collisions at √s=13 TeV
PHYSICAL REVIEW D. 2024. num. 11. DOI : 10.1103/PhysRevD.109.112013.On the Convergence to the Non-equilibrium Steady State of a Langevin Dynamics with Widely Separated Time Scales and Different Temperatures
Annales Henri Poincare. 2024. DOI : 10.1007/s00023-023-01392-0.Random matrix methods for high-dimensional machine learning models
Lausanne, EPFL, 2024.Matrix Inference in Growing Rank Regimes
IEEE Transactions on Information Theory. 2024. Vol. 70, num. 11, p. 8133 – 8163. DOI : 10.1109/TIT.2024.3422263.Advances in Algorithms for Sampling, Optimization and Inference in Disordered Systems
Lausanne, EPFL, 2024.Spectral Estimators for High-Dimensional Matrix Inference
Lausanne, EPFL, 2024.On Speed and Advantage : Results in Information Velocity and Monitoring Problems
Lausanne, EPFL, 2024.Continual Mean Estimation Under User-Level Privacy
IEEE Journal on Selected Areas in Information Theory. 2024. Vol. 5, p. 28 – 43. DOI : 10.1109/JSAIT.2024.3366086.Phase diagram of stochastic gradient descent in high-dimensional two-layer neural networks
Journal Of Statistical Mechanics-Theory And Experiment. 2023. Vol. 2023, num. 11, p. 114008. DOI : 10.1088/1742-5468/ad01b1.Learning curves for the multi-class teacher-student perceptron
Machine Learning-Science And Technology. 2023. Vol. 4, num. 1, p. 015019. DOI : 10.1088/2632-2153/acb428.Metastability of the Potts Ferromagnet on Random Regular Graphs
Communications In Mathematical Physics. 2023. DOI : 10.1007/s00220-023-04644-6.Solving Non-linear Kolmogorov Equations in Large Dimensions by Using Deep Learning: A Numerical Comparison of Discretization Schemes
Journal Of Scientific Computing. 2023. Vol. 94, num. 1, p. 8. DOI : 10.1007/s10915-022-02044-x.Statistical limits of dictionary learning: Random matrix theory and the spectral replica method
Physical Review E. 2022. Vol. 106, num. 2, p. 024136. DOI : 10.1103/PhysRevE.106.024136.Cosmology intertwined: A review of the particle physics, astrophysics, and cosmology associated with the cosmological tensions and anomalies
Journal Of High Energy Astrophysics. 2022. Vol. 34, p. 49 – 211. DOI : 10.1016/j.jheap.2022.04.002.Information theoretic limits of learning a sparse rule
Journal Of Statistical Mechanics-Theory And Experiment. 2022. Vol. 2022, num. 4, p. 044001. DOI : 10.1088/1742-5468/ac59ac.Resolution-robust Large Mask In painting with Fourier Convolutions
2022. 22nd IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI, Jan 04-08, 2022. p. 3172 – 3182. DOI : 10.1109/WACV51458.2022.00323.Mismatched Estimation of Non-Symmetric Rank-One Matrices Under Gaussian Noise
2022. IEEE International Symposium on Information Theory (ISIT), Espoo, FINLAND, 2022-06-26 – 2022-07-01. p. 1288 – 1293. DOI : 10.1109/ISIT50566.2022.9834858.Symmetry in design and decoding of polar-like codes
Lausanne, EPFL, 2022.Binary Maximal Leakage
2024. IEEE International Symposium on Information Theory, Athens, Greece, 2024-07-07 – 2024-07-12. p. 2748 – 2753. DOI : 10.1109/ISIT57864.2024.10619387.On Measuring Linkability of Multiple Protected Biometric Templates Using Maximal Leakage
IEEE ACCESS. 2024. Vol. 12, p. 106618 – 106630. DOI : 10.1109/ACCESS.2024.3433536.Communication-Constrained Secret Key Generation: Second-Order Bounds
IEEE Transactions on Information Theory. 2024. Vol. 70, num. 11, p. 8180 – 8203. DOI : 10.1109/TIT.2024.3460474.Information Spectrum Converse for Minimum Entropy Couplings and Functional Representations
2023. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023. DOI : 10.1109/ISIT54713.2023.10206466.On the (Im)possibility of Commitment over Gaussian Unfair Noisy Channels
2023. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023. p. 483 – 488. DOI : 10.1109/ISIT54713.2023.10206598.Warning
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Mismatched Rate-Distortion Theory: Ensembles, Bounds, and General Alphabets
Ieee Transactions On Information Theory. 2024-03-01. Vol. 70, num. 3, p. 1525-1539. DOI : 10.1109/TIT.2024.3356477.On Speed and Advantage : Results in Information Velocity and Monitoring Problems
Lausanne, EPFL, 2024.Unlabeled Principal Component Analysis and Matrix Completion
Journal Of Machine Learning Research. 2024-01-01. Vol. 25, p. 1-38.Random matrix methods for high-dimensional machine learning models
Lausanne, EPFL, 2024.On the (Im)possibility of Commitment over Gaussian Unfair Noisy Channels
2023-08-22. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023. p. 483-488. DOI : 10.1109/ISIT54713.2023.10206598.Information Spectrum Converse for Minimum Entropy Couplings and Functional Representations
2023-08-22. 2023 IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, June 25-30, 2023. DOI : 10.1109/ISIT54713.2023.10206466.Time vs. Truth: Age-Distortion Tradeoffs and Strategies for Distributed Inference
Lausanne, EPFL, 2023.Distributed Lossy Computation with Structured Codes: From Discrete to Continuous Sources
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
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
Lausanne, EPFL, 2023.Social Learning under Randomized Collaborations
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.Optima Age Over Erasure Channels
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
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
2022-08-03. p. 2315-2320. DOI : 10.1109/ISIT50566.2022.9834737.Safety in Numbers: Asymptotic Analysis of a Monitoring Problem
2022-05-13
A Revisitation of Low-Rate Bounds on the Reliability Function of Discrete Memoryless Channels for List Decoding
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
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
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
2022-01-29
Safety in Numbers: Asymptotic Analysis of a Monitoring Problem
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
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
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
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
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
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
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
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
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
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
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
Lausanne, EPFL, 2022.On the Efficiency of Polar-Like Decoding for Symmetric Codes
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
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
Lausanne, EPFL, 2022.Mutual information for low-rank even-order symmetric tensor estimation
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
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
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
2021-11-12