| 2026 | AAAI | ORVIT: Near-Optimal Online Distributionally Robust Reinforcement Learning. | Debamita Ghosh, George K. Atia, Yue Wang |
| 2025 | AAAI | Align-Pro: A Principled Approach to Prompt Optimization for LLM Alignment. | Prashant Trivedi, Souradip Chakraborty, Avinash Reddy, Vaneet Aggarwal, Amrit Singh Bedi, George K. Atia |
| 2025 | CISS | SADA: Unsupervised Domain Adaptation for Reliable Scene Awareness. | Hossein Maghsoumi, Yaser P. Fallah, George K. Atia |
| 2025 | ICASSP | Hybrid Offline Passive Grammatical Inference and Online Planning for Non-Markovian Tasks. | Mahyar Alinejad, Alvaro Velasquez, Yue Wang, George K. Atia |
| 2025 | ICASSP | Explainable Adversarial Attacks on Coarse-to-Fine Classifiers. | Akram Heidarizadeh, Connor Hatfield, Lorenzo Lazzarotto, HanQin Cai, George K. Atia |
| 2025 | ICLR | Model-Free Offline Reinforcement Learning with Enhanced Robustness. | Chi Zhang, Zain Ulabedeen Farhat, George K. Atia, Yue Wang |
| 2025 | ICML | A Reduction Framework for Distributionally Robust Reinforcement Learning under Average Reward. | Zachary Roch, George K. Atia, Yue Wang |
| 2025 | ICML | Pessimism Principle Can Be Effective: Towards a Framework for Zero-Shot Transfer Reinforcement Learning. | Chi Zhang, Ziying Jia, George K. Atia, Sihong He, Yue Wang |
| 2024 | CogSIMA | Hindering Search and Rescue Missions with Selective Wireless Jamming Attacks. | Javad Mokhtari Koushyar, Mina Guirguis, George K. Atia |
| 2024 | ICASSP | Adversarial Domain Adaptation for Classification with Nested Dichotomies. | Akram Heidarizadeh, George K. Atia |
| 2023 | AAAI | Robust Average-Reward Markov Decision Processes. | Yue Wang, Alvaro Velasquez, George K. Atia, Ashley Prater-Bennette, Shaofeng Zou |
| 2023 | ICASSP | Robust and Parallelizable Tensor Completion Based on Tensor Factorization and Maximum Correntropy Criterion. | Yicong He, George K. Atia |
| 2023 | ICML | Model-Free Robust Average-Reward Reinforcement Learning. | Yue Wang, Alvaro Velasquez, George K. Atia, Ashley Prater-Bennette, Shaofeng Zou |
| 2023 | IJCNN | A Non-Targeted Attack Approach for the Coarse Misclassification Problem. | Ismail R. Alkhouri, Alvaro Velasquez, George K. Atia |
| 2023 | UAI | Scalable and robust tensor ring decomposition for large-scale data. | Yicong He, George K. Atia |
| 2022 | AAAI | Multi-Mode Tensor Space Clustering Based on Low-Tensor-Rank Representation. | Yicong He, George K. Atia |
| 2022 | ACSSC | On the Coarse Robustness of Classifiers. | Ismail R. Alkhouri, Stanley Bak, Alvaro Velasquez, George K. Atia |
| 2022 | ACSSC | Structured Model Selection for Recovery of Sparse Representations in Nested Periodic Dictionaries. | Pouria Saidi, George K. Atia |
| 2022 | ICASSP | Synthesis of Adversarial Samples in Two-Stage Classifiers. | Ismail R. Alkhouri, Alvaro Velasquez, George K. Atia |
| 2021 | AAAI | Dynamic Automaton-Guided Reward Shaping for Monte Carlo Tree Search. | Alvaro Velasquez, Brett Bissey, Lior Barak, Andre Beckus, Ismail Alkhouri, Daniel Melcer, George K. Atia |
| 2021 | ICASSP | Adversarial Attacks on Coarse-to-Fine Classifiers. | Ismail R. Alkhouri, George K. Atia |
| 2021 | IJCNN | Targeted Attacks in Hierarchical Settings via Convex Programming. | Ismail R. Alkhouri, George K. Atia |
| 2021 | ITW | Sparse Recovery Guarantees of Periodic Signals with Nested Periodic Dictionaries. | Pouria Saidi, George K. Atia |
| 2020 | ACSSC | Improved Block-Sparse Recovery Bound Using Cumulative Block Coherence. | Pouria Saidi, George K. Atia, Azadeh Vosoughi |
| 2020 | ACSSC | Non-linear Manifold Clustering based on Conformity Index. | Mahlagha Sedghi, George K. Atia, Michael Georgiopoulos |
| 2020 | ICPR | Scalable Direction-Search-Based Approach to Subspace Clustering. | Yicong He, George K. Atia |
| 2020 | IJCAI | Steady-State Policy Synthesis in Multichain Markov Decision Processes. | George K. Atia, Andre Beckus, Ismail Alkhouri, Alvaro Velasquez |
| 2020 | ICPR | Sketch-based Community Detection via Representative Node Sampling. | Mahlagha Sedghi, Andre Beckus, George K. Atia |
| 2020 | ISCAS | Adversarial Perturbation Attacks on GLRT-Based Detectors. | Ismail Alkhouri, George K. Atia, Wasfy Mikhael |
| 2018 | ACSSC | Randomized Robust matrix Completion for the Community Detection Problem. | Adel Karimian, Mostafa Rahmani, Andre Beckus, George K. Atia |
| 2018 | ACSSC | Data Dropout in Arbitrary Basis for Deep Network Regularization. | Mostafa Rahmani, George K. Atia |
| 2018 | ACSSC | Periodicity Transforms For Multichannel and Multiclass Detection of Visual Evoked Potentials. | Pouria Saidi, George K. Atia, Azadeh Vosoughi |
| 2018 | ACSSC | Kernel Coherence Pursuit: A Manifold Learning-based Outlier Detection Technique. | Mahlagha Sedghi, George K. Atia, Michael Georgiopoulos |
| 2017 | ACSSC | On robust detection of brain stimuli with Ramanujan Periodicity Transforms. | Pouria Saidi, George K. Atia, Azadeh Vosoughi |
| 2017 | CISS | On sparse recovery with Structured Noise under sensing constraints. | Davood Mardani, George K. Atia |
| 2017 | ICASSP | High dimensional decomposition of coherent/structured matrices via sequential column/row sampling. | Mostafa Rahmani, George K. Atia |
| 2017 | ICASSP | Detection of Visual Evoked Potentials using Ramanujan Periodicity Transform for real time brain computer interfaces. | Pouria Saidi, George K. Atia, Azadeh Vosoughi |
| 2017 | ICIP | Exploiting probabilistic relationships between action concepts for complex event classification. | Somayeh Keshavarz, Imran Saleemi, George K. Atia |
| 2017 | ICML | Coherence Pursuit: Fast, Simple, and Robust Subspace Recovery. | Mostafa Rahmani, George K. Atia |
| 2017 | ICML | Innovation Pursuit: A New Approach to the Subspace Clustering Problem. | Mostafa Rahmani, George K. Atia |
| 2016 | ICML | A Subspace Learning Approach for High Dimensional Matrix Decomposition with Efficient Column/Row Sampling. | Mostafa Rahmani, George K. Atia |
| 2015 | ACSSC | Randomized subspace learning approach for high dimensional low rank plus sparse matrix decomposition. | Mostafa Rahmani, George K. Atia |
| 2015 | ISVC | High Performance and Efficient Facial Recognition Using Norm of ICA/Multiwavelet Features. | Ahmed Aldhahab, George K. Atia, Wasfy B. Mikhael |
| 2014 | ACSSC | Supervised facial recognition based on multiresolution analysis with radon transform. | Ahmed Aldhahab, George K. Atia, Wasfy B. Mikhael |
| 2014 | ACSSC | Adaptive sequential compressive detection. | Davood Mardani, George K. Atia |
| 2014 | ACSSC | Whitening 1/f-type noise in electroencephalogram signals for steady-state visual evoked potential brain-computer interfaces. | Alan Paris, Azadeh Vosoughi, George K. Atia |
| 2014 | ACSSC | Compressed change detection for structural health monitoring. | Omid Sarayanibafghi, George K. Atia, Masoud Malekzadeh, F. Necati Catbas |
| 2014 | ICASSP | Compressed Change Detection. | Omid Sarayanibafghi, George K. Atia |
| 2014 | ICASSP | Strong impossibility results for noisy group testing. | Vincent Y. F. Tan, George K. Atia |
| 2013 | ICASSP | Compressive sensing bounds through a unifying framework for sparse models. | Cem Aksoylar, George K. Atia, Venkatesh Saligrama |
| 2013 | ICASSP | A controlled sensing approach to graph classification. | Jonathan G. Ligo, George K. Atia, Venugopal V. Veeravalli |
| 2013 | ITW | Sparse signal processing with linear and non-linear observations: A unified shannon theoretic approach. | Cem Aksoylar, George K. Atia, Venkatesh Saligrama |
| 2013 | VTC | Stuck in Traffic (SiT) Attacks: A Framework for Identifying Stealthy Attacks That Cause Traffic Congestion. | Mina Guirguis, George K. Atia |
| 2012 | ICASSP | Controlled sensing for hypothesis testing. | Sirin Nitinawarat, George K. Atia, Venugopal V. Veeravalli |
| 2012 | ISIT | Controlled sensing for sequential multihypothesis testing. | George K. Atia, Venugopal V. Veeravalli |
| 2011 | ITA | Sensor scheduling for energy-efficient tracking in cluttered environments. | George K. Atia, Venugopal V. Veeravalli |
| 2008 | ACSSC | Codes to unmask spectrum violators in cognitive radio systems. | George K. Atia, Venkatesh Saligrama, Anant Sahai |
| 2008 | DCOSS | An Information Theoretic Framework for Field Monitoring Using Autonomously Mobile Sensors. | Hany Morcos, George K. Atia, Azer Bestavros, Ibrahim Matta |
| 2008 | GLOBECOM | Cooperative Relaying with Imperfect Channel State Information. | George K. Atia, Andreas F. Molisch |
| 2006 | GLOBECOM | Effect of Geometry on the Diversity-Multiplexing Tradeoff in Relay Channels. | George K. Atia, Masoud Sharif, Venkatesh Saligrama |