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ML-aided power allocation for Tactical MIMO


Sep 14, 2021
Arindam Chowdhury, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra

* Under review at MILCOM 2021 

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Link Scheduling using Graph Neural Networks


Sep 12, 2021
Zhongyuan Zhao, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra

* 13 pages, 15 figures, submitted to IEEE Journal of Selected Topics in Signal Processing. arXiv admin note: text overlap with arXiv:2011.09430 

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Free Energy Node Embedding via Generalized Skip-gram with Negative Sampling


May 19, 2021
Yu Zhu, Ananthram Swami, Santiago Segarra


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Distributed Scheduling using Graph Neural Networks


Nov 18, 2020
Zhongyuan Zhao, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra

* 5 pages, 6 figures, submitted to IEEE ICASSP 2021 

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Adaptive Contention Window Design using Deep Q-learning


Nov 18, 2020
Abhishek Kumar, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra


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Efficient power allocation using graph neural networks and deep algorithm unfolding


Nov 18, 2020
Arindam Chowdhury, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra

* Under review at IEEE ICASSP 2021. arXiv admin note: text overlap with arXiv:2009.10812 

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Unsupervised Joint $k$-node Graph Representations with Compositional Energy-Based Models


Oct 08, 2020
Leonardo Cotta, Carlos H. C. Teixeira, Ananthram Swami, Bruno Ribeiro

* accepted at NeurIPS 2020 

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An Extension of Fano's Inequality for Characterizing Model Susceptibility to Membership Inference Attacks


Sep 17, 2020
Sumit Kumar Jha, Susmit Jha, Rickard Ewetz, Sunny Raj, Alvaro Velasquez, Laura L. Pullum, Ananthram Swami

* 9 pages, 3 figures 

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Measurement-driven Security Analysis of Imperceptible Impersonation Attacks


Aug 26, 2020
Shasha Li, Karim Khalil, Rameswar Panda, Chengyu Song, Srikanth V. Krishnamurthy, Amit K. Roy-Chowdhury, Ananthram Swami

* accepted and appears in ICCCN 2020 

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Connecting the Dots: Detecting Adversarial Perturbations Using Context Inconsistency


Jul 24, 2020
Shasha Li, Shitong Zhu, Sudipta Paul, Amit Roy-Chowdhury, Chengyu Song, Srikanth Krishnamurthy, Ananthram Swami, Kevin S Chan

* The paper is accepted by ECCV 2020 

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GraphCL: Contrastive Self-Supervised Learning of Graph Representations


Jul 15, 2020
Hakim Hafidi, Mounir Ghogho, Philippe Ciblat, Ananthram Swami

* Under review for Neurips 2020 

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A Multifactorial Optimization Paradigm for Linkage Tree Genetic Algorithm


May 06, 2020
Huynh Thi Thanh Binh, Pham Dinh Thanh, Tran Ba Trung, Le Cong Thanh, Le Minh Hai Phong, Ananthram Swami, Bui Thu Lam


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SENSE: Semantically Enhanced Node Sequence Embedding


Nov 07, 2019
Swati Rallapalli, Liang Ma, Mudhakar Srivatsa, Ananthram Swami, Heesung Kwon, Graham Bent, Christopher Simpkin


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MACS: Deep Reinforcement Learning based SDN Controller Synchronization Policy Design


Sep 19, 2019
Ziyao Zhang, Liang Ma, Konstantinos Poularakis, Kin K. Leung, Jeremy Tucker, Ananthram Swami

* Published as a conference paper at ICNP 2019 

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Attribution-driven Causal Analysis for Detection of Adversarial Examples


Mar 14, 2019
Susmit Jha, Sunny Raj, Steven Lawrence Fernandes, Sumit Kumar Jha, Somesh Jha, Gunjan Verma, Brian Jalaian, Ananthram Swami

* 11 pages, 6 figures 

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Adversarial Perturbations Against Real-Time Video Classification Systems


Jul 02, 2018
Shasha Li, Ajaya Neupane, Sujoy Paul, Chengyu Song, Srikanth V. Krishnamurthy, Amit K. Roy Chowdhury, Ananthram Swami


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Detection under Privileged Information


Mar 31, 2018
Z. Berkay Celik, Patrick McDaniel, Rauf Izmailov, Nicolas Papernot, Ryan Sheatsley, Raquel Alvarez, Ananthram Swami

* A short version of this paper is accepted to ASIACCS 2018 

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Multi-Armed Bandits on Unit Interval Graphs


Feb 12, 2018
Xiao Xu, Sattar Vakili, Qing Zhao, Ananthram Swami

* Part of the work has been presented at the 36th IEEE Military Communication Conference (MILCOM), October, 2017 

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Sparse Diffusion-Convolutional Neural Networks


Oct 26, 2017
James Atwood, Siddharth Pal, Don Towsley, Ananthram Swami

* 7 pages, 4 figures 

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Practical Black-Box Attacks against Machine Learning


Mar 19, 2017
Nicolas Papernot, Patrick McDaniel, Ian Goodfellow, Somesh Jha, Z. Berkay Celik, Ananthram Swami

* Proceedings of the 2017 ACM Asia Conference on Computer and Communications Security, Abu Dhabi, UAE 

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Outlier Detection from Network Data with Subnetwork Interpretation


Sep 30, 2016
Xuan-Hong Dang, Arlei Silva, Ambuj Singh, Ananthram Swami, Prithwish Basu


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Modeling Group Dynamics Using Probabilistic Tensor Decompositions


Jun 24, 2016
Lin Li, Ananthram Swami, Anna Scaglione


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Crafting Adversarial Input Sequences for Recurrent Neural Networks


Apr 28, 2016
Nicolas Papernot, Patrick McDaniel, Ananthram Swami, Richard Harang


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Distillation as a Defense to Adversarial Perturbations against Deep Neural Networks


Mar 14, 2016
Nicolas Papernot, Patrick McDaniel, Xi Wu, Somesh Jha, Ananthram Swami


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The Limitations of Deep Learning in Adversarial Settings


Nov 24, 2015
Nicolas Papernot, Patrick McDaniel, Somesh Jha, Matt Fredrikson, Z. Berkay Celik, Ananthram Swami

* Accepted to the 1st IEEE European Symposium on Security & Privacy, IEEE 2016. Saarbrucken, Germany 

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Distributed Algorithms for Learning and Cognitive Medium Access with Logarithmic Regret


Jun 08, 2010
Animashree Anandkumar, Nithin Michael, Ao Kevin Tang, Ananthram Swami

* Submitted to IEEE JSAC on Advances in Cognitive Radio Networking and Communications, Dec. 2009, Revised May 2010 

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