Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates J Negrea*, M Haghifam*, GK Dziugaite, A Khisti, DM Roy NeurIPS 2019, 2019 | 145 | 2019 |
Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms M Haghifam, J Negrea, A Khisti, DM Roy, GK Dziugaite NeurIPS 2020, 2020 | 108 | 2020 |
Information-Theoretic Generalization Bounds for Stochastic Gradient Descent G Neu, GK Dziugaite, M Haghifam, DM Roy COLT 2021, 2021 | 79 | 2021 |
Towards a Unified Information-Theoretic Framework for Generalization M Haghifam, GK Dziugaite, S Moran, D Roy NeurIPS 2021, 2021 | 36 | 2021 |
Joint Sum Rate and Error Probability Optimization: Finite Blocklength Analysis M Haghifam, MR Mili, B Makki, M Nasiri-Kenari, T Svensson IEEE Wireless Communications Letters, 2017 | 30 | 2017 |
Why Is Public Pretraining Necessary for Private Model Training? A Ganesh, M Haghifam, M Nasr, S Oh, T Steinke, O Thakkar, AG Thakurta, ... ICML 2023, 2023 | 29 | 2023 |
Market based short term scheduling in energy hub in presence of responsive loads and renewable resources S Pazouki, M Haghifam IET Digital Library, 2013 | 22 | 2013 |
Sequential Classification with Empirically Observed Statistics M Haghifam, VYF Tan, A Khisti IEEE Transactions on Information Theory, 2021 | 21 | 2021 |
Limitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization M Haghifam, B Rodríguez-Gálvez, R Thobaben, M Skoglund, DM Roy, ... ALT 2023, 2022 | 18 | 2022 |
On Streaming Codes With Unequal Error Protection M Haghifam, MN Krishnan, A Khisti, X Zhu, WT Tan, J Apostolopoulos IEEE Journal on Selected Areas in Information Theory, 2021 | 16 | 2021 |
Understanding Generalization via Leave-One-Out Conditional Mutual Information M Haghifam, S Moran, DM Roy, GK Dziugaite ISIT 2022, 2022 | 15 | 2022 |
Wireless-powered relaying with finite block-length codes M Haghifam, B Makki, M Nasiri-Kenari, T Svensson, M Zorzi arXiv preprint arXiv:1611.05995, 2016 | 15 | 2016 |
State estimation in electric distribution networks in presence of distributed generation using the PMUs M Haghifam, MR Haghifam, BS Chabok CIRED 2012, 1-4, 2012 | 12 | 2012 |
Faster Differentially Private Convex Optimization via Second-Order Methods A Ganesh, M Haghifam, T Steinke, A Thakurta NeurIPS 2023, 2023 | 11 | 2023 |
On wireless energy and information transfer in relay networks M Haghifam, B Makki, M Nasiri-Kenari, T Svensson arXiv preprint arXiv:1607.07087, 2016 | 10 | 2016 |
Streaming Codes with Unequal Error Protection against Burst Losses M Haghifam, A Badr, A Khisti, X Zhu, W Dan, J Apostolopoulos 2018 29th IEEE Biennial Symposium on Communications (BSC), 2018 | 5 | 2018 |
On joint energy and information transfer in relay networks with an imperfect power amplifier M Haghifam, B Makki, M Nasiri-Kenari, T Svensson 2016 IEEE 27th Annual International Symposium on Personal, Indoor, and …, 2016 | 5 | 2016 |
Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization I Attias, GK Dziugaite, M Haghifam, R Livni, DM Roy ICML 2024, 2024 | 3 | 2024 |
Privacy-Preserving and Approximately Truthful Local Electricity Markets: A Differentially Private VCG Mechanism M Hoseinpour, M Hoseinpour, M Haghifam, MR Haghifam IEEE Transactions on Smart Grid, 2023 | 3 | 2023 |
On the Information Complexity of Proper Learners for VC Classes in the Realizable Case M Haghifam, GK Dziugaite, S Moran, DM Roy arXiv preprint arXiv:2011.02970, 2020 | 1 | 2020 |