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Babak Hassibi
Person information
- affiliation: California Institute of Technology, Pasadena, USA
- award (2001): Presidential Early Career Award for Scientists and Engineers
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2020 – today
- 2024
- [c257]Joudi Hajar, Oron Sabag, Babak Hassibi:
Regret-Optimal Control under Partial Observability. ACC 2024: 4072-4077 - [c256]Taylan Kargin, Joudi Hajar, Vikrant Malik, Babak Hassibi:
Infinite-Horizon Distributionally Robust Regret-Optimal Control. ICML 2024 - [c255]Taylan Kargin, Joudi Hajar, Vikrant Malik, Babak Hassibi:
Wasserstein distributionally robust regret-optimal control over infinite-horizon. L4DC 2024: 1688-1701 - [i132]Danil Akhtiamov, David Bosch, Reza Ghane, K. Nithin Varma, Babak Hassibi:
A Novel Gaussian Min-Max Theorem and its Applications. CoRR abs/2402.07356 (2024) - [i131]Reza Ghane, Danil Akhtiamov, Babak Hassibi:
One-Bit Quantization and Sparsification for Multiclass Linear Classification via Regularized Regression. CoRR abs/2402.10474 (2024) - [i130]Vikrant Malik, Taylan Kargin, Victoria Kostina, Babak Hassibi:
A Distributionally Robust Approach to Shannon Limits using the Wasserstein Distance. CoRR abs/2405.06528 (2024) - [i129]Taylan Kargin, Joudi Hajar, Vikrant Malik, Babak Hassibi:
Infinite-Horizon Distributionally Robust Regret-Optimal Control. CoRR abs/2406.07248 (2024) - [i128]Barron Han, Oron Sabag, Victoria Kostina, Babak Hassibi:
Coded Kalman Filtering over MIMO Gaussian Channels with Feedback. CoRR abs/2406.17196 (2024) - [i127]Taylan Kargin, Joudi Hajar, Vikrant Malik, Babak Hassibi:
Distributionally Robust Kalman Filtering over Finite and Infinite Horizon. CoRR abs/2407.18837 (2024) - [i126]Joudi Hajar, Taylan Kargin, Vikrant Malik, Babak Hassibi:
The Distributionally Robust Infinite-Horizon LQR. CoRR abs/2408.06230 (2024) - 2023
- [j124]Gautam Goel, Babak Hassibi:
Regret-Optimal Estimation and Control. IEEE Trans. Autom. Control. 68(5): 3041-3053 (2023) - [j123]Gautam Goel, Babak Hassibi:
Competitive Control. IEEE Trans. Autom. Control. 68(9): 5162-5173 (2023) - [j122]Oron Sabag, Peida Tian, Victoria Kostina, Babak Hassibi:
Reducing the LQG Cost With Minimal Communication. IEEE Trans. Autom. Control. 68(9): 5258-5270 (2023) - [j121]Oron Sabag, Victoria Kostina, Babak Hassibi:
Feedback Capacity of MIMO Gaussian Channels. IEEE Trans. Inf. Theory 69(10): 6121-6136 (2023) - [c254]Joudi Hajar, Taylan Kargin, Babak Hassibi:
Wasserstein Distributionally Robust Regret-Optimal Control under Partial Observability. Allerton 2023: 1-6 - [c253]Barron Han, Oron Sabag, Victoria Kostina, Babak Hassibi:
Coded Kalman Filtering Over Gaussian Channels with Feedback. Allerton 2023: 1-8 - [c252]Taylan Kargin, Sahin Lale, Kamyar Azizzadenesheli, Anima Anandkumar, Babak Hassibi:
Thompson Sampling for Partially Observable Linear-Quadratic Control. ACC 2023: 4561-4568 - [c251]David Bosch, Ashkan Panahi, Babak Hassibi:
Precise Asymptotic Analysis of Deep Random Feature Models. COLT 2023: 4132-4179 - [c250]Taylan Kargin, Fariborz Salehi, Babak Hassibi:
Asymptotic Distribution of Stochastic Mirror Descent Iterates in Average Ensemble Models. ICASSP 2023: 1-5 - [c249]K. Nithin Varma, Sahin Lale, Babak Hassibi:
The Asymptotic Distribution of the Stochastic Mirror Descent Iterates in Linear Models. ISIT 2023: 346-351 - [i125]David Bosch, Ashkan Panahi, Babak Hassibi:
Precise Asymptotic Analysis of Deep Random Feature Models. CoRR abs/2302.06210 (2023) - [i124]Danil Akhtiamov, Babak Hassibi:
The Generalization Error of Stochastic Mirror Descent on Over-Parametrized Linear Models. CoRR abs/2302.09433 (2023) - [i123]Barron Han, Oron Sabag, Victoria Kostina, Babak Hassibi:
Coded Kalman Filtering Over Gaussian Channels with Feedback. CoRR abs/2310.11747 (2023) - [i122]Danil Akhtiamov, Reza Ghane, Babak Hassibi:
Regularized Linear Regression for Binary Classification. CoRR abs/2311.02270 (2023) - [i121]Joudi Hajar, Oron Sabag, Babak Hassibi:
Regret-Optimal Control under Partial Observability. CoRR abs/2311.06433 (2023) - [i120]Taylan Kargin, Joudi Hajar, Vikrant Malik, Babak Hassibi:
Wasserstein Distributionally Robust Regret-Optimal Control in the Infinite-Horizon. CoRR abs/2312.17376 (2023) - 2022
- [j120]Ahmed Douik, Babak Hassibi:
Low-Rank Riemannian Optimization for Graph-Based Clustering Applications. IEEE Trans. Pattern Anal. Mach. Intell. 44(9): 5133-5148 (2022) - [j119]Farshad Lahouti, Victoria Kostina, Babak Hassibi:
How to Query an Oracle? Efficient Strategies to Label Data. IEEE Trans. Pattern Anal. Mach. Intell. 44(11): 7597-7609 (2022) - [j118]Chung-Yi Lin, Victoria Kostina, Babak Hassibi:
Differentially Quantized Gradient Methods. IEEE Trans. Inf. Theory 68(9): 6078-6097 (2022) - [j117]Navid Azizan, Sahin Lale, Babak Hassibi:
Stochastic Mirror Descent on Overparameterized Nonlinear Models. IEEE Trans. Neural Networks Learn. Syst. 33(12): 7717-7727 (2022) - [j116]Oron Sabag, Babak Hassibi:
Regret-Optimal Filtering for Prediction and Estimation. IEEE Trans. Signal Process. 70: 5012-5024 (2022) - [c248]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Animashree Anandkumar:
Reinforcement Learning with Fast Stabilization in Linear Dynamical Systems. AISTATS 2022: 5354-5390 - [c247]Oron Sabag, Sahin Lale, Babak Hassibi:
Competitive-Ratio and Regret-Optimal Control with General Weights. CDC 2022: 4859-4864 - [c246]Gautam Goel, Babak Hassibi:
The Power of Linear Controllers in LQR Control. CDC 2022: 6652-6657 - [c245]Taylan Kargin, Sahin Lale, Kamyar Azizzadenesheli, Animashree Anandkumar, Babak Hassibi:
Thompson Sampling Achieves $\tilde{O}(\sqrt{T})$ Regret in Linear Quadratic Control. COLT 2022: 3235-3284 - [c244]Oron Sabag, Victoria Kostina, Babak Hassibi:
Feedback Capacity of Gaussian Channels with Memory. ISIT 2022: 2547-2552 - [c243]Gautam Goel, Babak Hassibi:
Online Estimation and Control with Optimal Pathlength Regret. L4DC 2022: 404-414 - [i119]Navid Azizan, Sahin Lale, Babak Hassibi:
Explicit Regularization via Regularizer Mirror Descent. CoRR abs/2202.10788 (2022) - [i118]Oron Sabag, Sahin Lale, Babak Hassibi:
Optimal Competitive-Ratio Control. CoRR abs/2206.01782 (2022) - [i117]Taylan Kargin, Sahin Lale, Kamyar Azizzadenesheli, Anima Anandkumar, Babak Hassibi:
Thompson Sampling Achieves Õ(√T) Regret in Linear Quadratic Control. CoRR abs/2206.08520 (2022) - [i116]Oron Sabag, Victoria Kostina, Babak Hassibi:
Feedback capacity of Gaussian channels with memory. CoRR abs/2207.10580 (2022) - [i115]Taylan Kargin, Fariborz Salehi, Babak Hassibi:
Stochastic Mirror Descent in Average Ensemble Models. CoRR abs/2210.15323 (2022) - 2021
- [j115]Victoria Kostina, Babak Hassibi:
The CEO Problem With Inter-Block Memory. IEEE Trans. Inf. Theory 67(12): 7752-7768 (2021) - [j114]Mohammed H. Alsharif, Ahmed Douik, Mohanad Ahmed, Tareq Y. Al-Naffouri, Babak Hassibi:
Manifold Optimization for High-Accuracy Spatial Location Estimation Using Ultrasound Waves. IEEE Trans. Signal Process. 69: 5078-5093 (2021) - [c242]Oron Sabag, Babak Hassibi:
Regret-Optimal Filtering. AISTATS 2021: 2629-2637 - [c241]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Adaptive Control and Regret Minimization in Linear Quadratic Gaussian (LQG) Setting. ACC 2021: 2517-2522 - [c240]Oron Sabag, Gautam Goel, Sahin Lale, Babak Hassibi:
Regret-Optimal Controller for the Full-Information Problem. ACC 2021: 4777-4782 - [c239]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Model Learning Predictive Control in Nonlinear Dynamical Systems. CDC 2021: 757-762 - [c238]Oron Sabag, Victoria Kostina, Babak Hassibi:
Feedback Capacity of MIMO Gaussian Channels. ISIT 2021: 7-12 - [c237]Chung-Yi Lin, Victoria Kostina, Babak Hassibi:
Differentially Quantized Gradient Descent. ISIT 2021: 1200-1205 - [c236]Sahin Lale, Oguzhan Teke, Babak Hassibi, Anima Anandkumar:
Stability and Identification of Random Asynchronous Linear Time-Invariant Systems. L4DC 2021: 651-663 - [c235]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems. L4DC 2021: 967-979 - [c234]Gautam Goel, Babak Hassibi:
Regret-optimal measurement-feedback control. L4DC 2021: 1270-1280 - [i114]Oron Sabag, Babak Hassibi:
Regret-Optimal Filtering. CoRR abs/2101.10357 (2021) - [i113]Oron Sabag, Gautam Goel, Sahin Lale, Babak Hassibi:
Regret-Optimal Full-Information Control. CoRR abs/2105.01244 (2021) - [i112]Oron Sabag, Victoria Kostina, Babak Hassibi:
Feedback Capacity of MIMO Gaussian Channels. CoRR abs/2106.01994 (2021) - [i111]Gautam Goel, Babak Hassibi:
Regret-optimal Estimation and Control. CoRR abs/2106.12097 (2021) - [i110]Gautam Goel, Babak Hassibi:
Competitive Control. CoRR abs/2107.13657 (2021) - [i109]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems. CoRR abs/2108.11959 (2021) - [i108]Oron Sabag, Peida Tian, Victoria Kostina, Babak Hassibi:
Reducing the LQG Cost with Minimal Communication. CoRR abs/2109.12246 (2021) - [i107]Farshad Lahouti, Victoria Kostina, Babak Hassibi:
How to Query An Oracle? Efficient Strategies to Label Data. CoRR abs/2110.02341 (2021) - [i106]Gautam Goel, Babak Hassibi:
Online estimation and control with optimal pathlength regret. CoRR abs/2110.12544 (2021) - 2020
- [j113]Hikmet Yildiz, Babak Hassibi:
Gabidulin Codes With Support Constrained Generator Matrices. IEEE Trans. Inf. Theory 66(6): 3638-3649 (2020) - [j112]Ahmed Douik, Xing Liu, Tarig Ballal, Tareq Y. Al-Naffouri, Babak Hassibi:
Precise 3-D GNSS Attitude Determination Based on Riemannian Manifold Optimization Algorithms. IEEE Trans. Signal Process. 68: 284-299 (2020) - [j111]Philipp Walk, Peter Jung, Babak Hassibi, Hamid Jafarkhani:
MOCZ for Blind Short-Packet Communication: Practical Aspects. IEEE Trans. Wirel. Commun. 19(10): 6675-6692 (2020) - [c233]Oron Sabag, Peida Tian, Victoria Kostina, Babak Hassibi:
The Minimal Directed Information Needed to Improve the LQG Cost. CDC 2020: 1842-1847 - [c232]Navid Azizan, Sahin Lale, Babak Hassibi:
A Study of Generalization of Stochastic Mirror Descent Algorithms on Overparameterized Nonlinear Models. ICASSP 2020: 3132-3136 - [c231]Fariborz Salehi, Ehsan Abbasi, Babak Hassibi:
The Performance Analysis of Generalized Margin Maximizers on Separable Data. ICML 2020: 8417-8426 - [c230]Hikmet Yildiz, Netanel Raviv, Babak Hassibi:
Support Constrained Generator Matrices of Gabidulin Codes in Characteristic Zero. ISIT 2020: 60-65 - [c229]Victoria Kostina, Babak Hassibi:
Fundamental limits of distributed tracking. ISIT 2020: 2438-2443 - [c228]Oron Sabag, Victoria Kostina, Babak Hassibi:
Stabilizing Dynamical Systems with Fixed-Rate Feedback using Constrained Quantizers. ISIT 2020: 2855-2860 - [c227]Ahmed Douik, Babak Hassibi:
Non-Negative Matrix Factorization via Low-Rank Stochastic Manifold Optimization. ITA 2020: 1-5 - [c226]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems. NeurIPS 2020 - [i105]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Regret Minimization in Partially Observable Linear Quadratic Control. CoRR abs/2002.00082 (2020) - [i104]Chung-Yi Lin, Victoria Kostina, Babak Hassibi:
Achieving the fundamental convergence-communication tradeoff with Differentially Quantized Gradient Descent. CoRR abs/2002.02508 (2020) - [i103]Gautam Goel, Babak Hassibi:
The Power of Linear Controllers in LQR Control. CoRR abs/2002.02574 (2020) - [i102]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Regret Bound of Adaptive Control in Linear Quadratic Gaussian (LQG) Systems. CoRR abs/2003.05999 (2020) - [i101]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems. CoRR abs/2003.11227 (2020) - [i100]Hikmet Yildiz, Netanel Raviv, Babak Hassibi:
Support Constrained Generator Matrices of Gabidulin Codes in Characteristic Zero. CoRR abs/2004.14430 (2020) - [i99]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Explore More and Improve Regret in Linear Quadratic Regulators. CoRR abs/2007.12291 (2020) - [i98]Gautam Goel, Babak Hassibi:
Regret-optimal control in dynamic environments. CoRR abs/2010.10473 (2020) - [i97]Fariborz Salehi, Ehsan Abbasi, Babak Hassibi:
The Performance Analysis of Generalized Margin Maximizer (GMM) on Separable Data. CoRR abs/2010.15379 (2020) - [i96]Fariborz Salehi, Babak Hassibi:
Robustifying Binary Classification to Adversarial Perturbation. CoRR abs/2010.15391 (2020) - [i95]Gautam Goel, Babak Hassibi:
Regret-optimal measurement-feedback control. CoRR abs/2011.12785 (2020) - [i94]Sahin Lale, Oguzhan Teke, Babak Hassibi, Anima Anandkumar:
Stability and Identification of Random Asynchronous Linear Time-Invariant Systems. CoRR abs/2012.04160 (2020)
2010 – 2019
- 2019
- [j110]Anatoly Khina, Elias Riedel Gårding, Gustav M. Pettersson, Victoria Kostina, Babak Hassibi:
Control Over Gaussian Channels With and Without Source-Channel Separation. IEEE Trans. Autom. Control. 64(9): 3690-3705 (2019) - [j109]Victoria Kostina, Babak Hassibi:
Rate-Cost Tradeoffs in Control. IEEE Trans. Autom. Control. 64(11): 4525-4540 (2019) - [j108]Anatoly Khina, Victoria Kostina, Ashish Khisti, Babak Hassibi:
Tracking and Control of Gauss-Markov Processes over Packet-Drop Channels with Acknowledgments. IEEE Trans. Control. Netw. Syst. 6(2): 549-560 (2019) - [j107]Wael Halbawi, Zihan Liu, Iwan M. Duursma, Hoang Dau, Babak Hassibi:
Sparse and Balanced Reed-Solomon and Tamo-Barg Codes. IEEE Trans. Inf. Theory 65(1): 118-130 (2019) - [j106]Hikmet Yildiz, Babak Hassibi:
Optimum Linear Codes With Support-Constrained Generator Matrices Over Small Fields. IEEE Trans. Inf. Theory 65(12): 7868-7875 (2019) - [j105]Kishore Jaganathan, Babak Hassibi:
Reconstruction of Signals From Their Autocorrelation and Cross-Correlation Vectors, With Applications to Phase Retrieval and Blind Channel Estimation. IEEE Trans. Signal Process. 67(11): 2937-2946 (2019) - [j104]Navid Azizan Ruhi, Farshad Lahouti, Amir Salman Avestimehr, Babak Hassibi:
Distributed Solution of Large-Scale Linear Systems via Accelerated Projection-Based Consensus. IEEE Trans. Signal Process. 67(14): 3806-3817 (2019) - [j103]Ahmed Douik, Babak Hassibi:
Manifold Optimization Over the Set of Doubly Stochastic Matrices: A Second-Order Geometry. IEEE Trans. Signal Process. 67(22): 5761-5774 (2019) - [j102]Philipp Walk, Peter Jung, Babak Hassibi:
MOCZ for Blind Short-Packet Communication: Basic Principles. IEEE Trans. Wirel. Commun. 18(11): 5080-5097 (2019) - [c225]Ahmed Douik, Fariborz Salehi, Babak Hassibi:
A Novel Riemannian Optimization Approach and Algorithm for Solving the Phase Retrieval Problem. ACSSC 2019: 1962-1966 - [c224]Navid Azizan, Babak Hassibi:
A Stochastic Interpretation of Stochastic Mirror Descent: Risk-Sensitive Optimality. CDC 2019: 3960-3965 - [c223]Hikmet Yildiz, Yu Su, Anatoly Khina, Babak Hassibi:
Event-Triggered Stochastic Control via Constrained Quantization. DCC 2019: 612 - [c222]Ehsan Abbasi, Fariborz Salehi, Babak Hassibi:
Performance Analysis of Convex Data Detection in MIMO. ICASSP 2019: 4554-4558 - [c221]Navid Azizan Ruhi, Babak Hassibi:
A Characterization of Stochastic Mirror Descent Algorithms and Their Convergence Properties. ICASSP 2019: 5167-5171 - [c220]Navid Azizan Ruhi, Babak Hassibi:
Stochastic Gradient/Mirror Descent: Minimax Optimality and Implicit Regularization. ICLR (Poster) 2019 - [c219]Ahmed Douik, Babak Hassibi:
Non-Negative Matrix Factorization via Low-Rank Stochastic Manifold Optimization. ISIT 2019: 497-501 - [c218]Ehsan Abbasi, Fariborz Salehi, Babak Hassibi:
Sparse Covariance Estimation from Quadratic Measurements: A Precise Analysis. ISIT 2019: 2074-2078 - [c217]Hikmet Yildiz, Babak Hassibi:
Gabidulin Codes with Support Constraints. ITW 2019: 1-5 - [c216]Fariborz Salehi, Ehsan Abbasi, Babak Hassibi:
The Impact of Regularization on High-dimensional Logistic Regression. NeurIPS 2019: 11982-11992 - [c215]Ehsan Abbasi, Fariborz Salehi, Babak Hassibi:
Universality in Learning from Linear Measurements. NeurIPS 2019: 12372-12382 - [i93]Sahin Lale, Kamyar Azizzadenesheli, Anima Anandkumar, Babak Hassibi:
Stochastic Linear Bandits with Hidden Low Rank Structure. CoRR abs/1901.09490 (2019) - [i92]Philipp Walk, Peter Jung, Babak Hassibi, Hamid Jafarkhani:
MOCZ for Blind Short-Packet Communication: Some Practical Aspects. CoRR abs/1902.02928 (2019) - [i91]Hikmet Yildiz, Babak Hassibi:
Gabidulin Codes with Support Constrained Generator Matrices. CoRR abs/1903.09360 (2019) - [i90]Navid Azizan Ruhi, Babak Hassibi:
A Stochastic Interpretation of Stochastic Mirror Descent: Risk-Sensitive Optimality. CoRR abs/1904.01855 (2019) - [i89]Fariborz Salehi, Ehsan Abbasi, Babak Hassibi:
The Impact of Regularization on High-dimensional Logistic Regression. CoRR abs/1906.03761 (2019) - [i88]Navid Azizan Ruhi, Sahin Lale, Babak Hassibi:
Stochastic Mirror Descent on Overparameterized Nonlinear Models: Convergence, Implicit Regularization, and Generalization. CoRR abs/1906.03830 (2019) - 2018
- [j101]Christos Thrampoulidis, Ehsan Abbasi, Babak Hassibi:
Precise Error Analysis of Regularized M-Estimators in High Dimensions. IEEE Trans. Inf. Theory 64(8): 5592-5628 (2018) - [j100]Christos Thrampoulidis, Weiyu Xu, Babak Hassibi:
Symbol Error Rate Performance of Box-Relaxation Decoders in Massive MIMO. IEEE Trans. Signal Process. 66(13): 3377-3392 (2018) - [c214]Victoria Kostina, Babak Hassibi:
Rate-cost tradeoffs in scalar LQG control and tracking with side information. Allerton 2018: 421-428 - [c213]Ahmed Douik, Babak Hassibi:
An Improved Initialization for Low-Rank Matrix Completion Based on Rank-L Updates. ICASSP 2018: 3959-3963 - [c212]Navid Azizan Ruhi, Farshad Lahouti, Salman Avestimehr, Babak Hassibi:
Distributed Solution of Large-Scale Linear Systems Via Accelerated Projection-Based Consensus. ICASSP 2018: 6358-6362 - [c211]Ahmed Douik, Babak Hassibi:
Low-Rank Riemannian Optimization on Positive Semidefinite Stochastic Matrices with Applications to Graph Clustering. ICML 2018: 1298-1307 - [c210]Hikmet Yildiz, Babak Hassibi:
Further Progress on the GM-MDS Conjecture for Reed-Solomon Codes. ISIT 2018: 16-20 - [c209]Fariborz Salehi, Ehsan Abbasi, Babak Hassibi:
A Precise Analysis of PhaseMax in Phase Retrieval. ISIT 2018: 976-980 - [c208]Wael Halbawi, Navid Azizan Ruhi, Fariborz Salehi, Babak Hassibi:
Improving Distributed Gradient Descent Using Reed-Solomon Codes. ISIT 2018: 2027-2031 - [c207]