Makan Fardad

According to our database, Makan Fardad authored at least 80 papers between 2001 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

StructADMM: Achieving Ultrahigh Efficiency in Structured Pruning for DNNs.

Tianyun Zhang, Shaokai Ye, Xiaoyu Feng, Xiaolong Ma, Kaiqi Zhang, Zhengang Li, Jian Tang, Sijia Liu, Xue Lin, Yongpan Liu, Makan Fardad, Yanzhi Wang

IEEE Trans. Neural Networks Learn. Syst., 2022

Graph sparsification with graph convolutional networks.

Jiayu Li, Tianyun Zhang, Hao Tian, Shengmin Jin, Makan Fardad, Reza Zafarani

Int. J. Data Sci. Anal., 2022

Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting.

Minghai Qin, Tianyun Zhang, Fei Sun, Yen-Kuang Chen, Makan Fardad, Yanzhi Wang, Yuan Xie

Proceedings of the 34th IEEE International Conference on Tools with Artificial Intelligence, 2022

AdverSparse: An Adversarial Attack Framework for Deep Spatial-Temporal Graph Neural Networks.

Jiayu Li, Tianyun Zhang, Shengmin Jin, Makan Fardad, Reza Zafarani

Proceedings of the IEEE International Conference on Acoustics, 2022

Loss Attitude Aware Energy Management for Signal Detection.

Baocheng Geng, Chen Quan, Tianyun Zhang, Makan Fardad, Pramod K. Varshney

Proceedings of the 56th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2022, Pacific Grove, CA, USA, October 31, 2022

2021

Adversarial Attack Generation Empowered by Min-Max Optimization.

Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

A Unified DNN Weight Pruning Framework Using Reweighted Optimization Methods.

Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Caiwen Ding, Makan Fardad, Yanzhi Wang

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

2020

A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods.

Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Minghai Qin, Fei Sun, Yen-Kuang Chen, Caiwen Ding, Makan Fardad, Yanzhi Wang

CoRR, 2020

SGCN: A Graph Sparsifier Based on Graph Convolutional Networks.

Jiayu Li, Tianyun Zhang, Hao Tian, Shengmin Jin, Makan Fardad, Reza Zafarani

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2020

On the Optimal Interdiction of Transportation Networks.

Tianyun Zhang, Makan Fardad

Proceedings of the 2020 American Control Conference, 2020

2019

Beyond Adversarial Training: Min-Max Optimization in Adversarial Attack and Defense.

Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li

CoRR, 2019

Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM.

Shaokai Ye, Xiaoyu Feng, Tianyun Zhang, Xiaolong Ma, Sheng Lin, Zhengang Li, Kaidi Xu, Wujie Wen, Sijia Liu, Jian Tang, Makan Fardad, Xue Lin, Yongpan Liu, Yanzhi Wang

CoRR, 2019

Generation of Low Distortion Adversarial Attacks via Convex Programming.

Tianyun Zhang, Sijia Liu, Yanzhi Wang, Makan Fardad

Proceedings of the 2019 IEEE International Conference on Data Mining, 2019

2018

Progressive Weight Pruning of Deep Neural Networks using ADMM.

Shaokai Ye, Tianyun Zhang, Kaiqi Zhang, Jiayu Li, Kaidi Xu, Yunfei Yang, Fuxun Yu, Jian Tang, Makan Fardad, Sijia Liu, Xiang Chen, Xue Lin, Yanzhi Wang

CoRR, 2018

ADAM-ADMM: A Unified, Systematic Framework of Structured Weight Pruning for DNNs.

Tianyun Zhang, Kaiqi Zhang, Shaokai Ye, Jiayu Li, Jian Tang, Wujie Wen, Xue Lin, Makan Fardad, Yanzhi Wang

CoRR, 2018

Systematic Weight Pruning of DNNs using Alternating Direction Method of Multipliers.

Tianyun Zhang, Shaokai Ye, Yipeng Zhang, Yanzhi Wang, Makan Fardad

Proceedings of the 6th International Conference on Learning Representations, 2018

Reinforced Adversarial Attacks on Deep Neural Networks Using ADMM.

Pu Zhao, Kaidi Xu, Tianyun Zhang, Makan Fardad, Yanzhi Wang, Xue Lin

Proceedings of the 2018 IEEE Global Conference on Signal and Information Processing, 2018

A Systematic DNN Weight Pruning Framework Using Alternating Direction Method of Multipliers.

Tianyun Zhang, Shaokai Ye, Kaiqi Zhang, Jian Tang, Wujie Wen, Makan Fardad, Yanzhi Wang

Proceedings of the Computer Vision - ECCV 2018, 2018

On the Induction of Cascading Failures in Transportation Networks.

Griffin Kearney, Makan Fardad

Proceedings of the 57th IEEE Conference on Decision and Control, 2018

2017

On Optimality of Sparse Long-Range Links in Circulant Consensus Networks.

Makan Fardad

IEEE Trans. Autom. Control., 2017

A Memristor-Based Optimization Framework for AI Applications.

Sijia Liu, Yanzhi Wang, Makan Fardad, Pramod K. Varshney

CoRR, 2017

On a linear programming approach to the optimal seeding of cascading failures.

Makan Fardad, Griffin Kearney

Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

2016

Optimized Sensor Collaboration for Estimation of Temporally Correlated Parameters.

Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney

IEEE Trans. Signal Process., 2016

Sensor Selection for Estimation with Correlated Measurement Noise.

Sijia Liu, Sundeep Prabhakar Chepuri, Makan Fardad, Engin Masazade, Geert Leus, Pramod K. Varshney

IEEE Trans. Signal Process., 2016

Optimal energy allocation and storage control for distributed estimation with sensor collaboration.

Sijia Liu, Yanzhi Wang, Makan Fardad, Pramod K. Varshney

Proceedings of the 2016 Annual Conference on Information Science and Systems, 2016

On a framework for analysis and design of cascades on Boolean networks.

Griffin Kearney, Makan Fardad

Proceedings of the 55th IEEE Conference on Decision and Control, 2016

2015

Sparsity-Aware Sensor Collaboration for Linear Coherent Estimation.

Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney

IEEE Trans. Signal Process., 2015

Sensor selection with correlated measurements for target tracking in wireless sensor networks.

Sijia Liu, Engin Masazade, Makan Fardad, Pramod K. Varshney

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Sparsity-promoting sensor management for estimation: An energy balance point of view.

Sijia Liu, Feishe Chen, Aditya Vempaty, Makan Fardad, Lixin Shen, Pramod K. Varshney

Proceedings of the 18th International Conference on Information Fusion, 2015

On consensus-based community detection.

Makan Fardad

Proceedings of the 54th IEEE Conference on Decision and Control, 2015

On optimal sensor collaboration for distributed estimation with individual power constraints.

Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney

Proceedings of the 49th Asilomar Conference on Signals, Systems and Computers, 2015

2014

Optimal Periodic Sensor Scheduling in Networks of Dynamical Systems.

Sijia Liu, Makan Fardad, Pramod K. Varshney, Engin Masazade

IEEE Trans. Signal Process., 2014

Algorithms for Leader Selection in Stochastically Forced Consensus Networks.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

IEEE Trans. Autom. Control., 2014

Design of Optimal Sparse Interconnection Graphs for Synchronization of Oscillator Networks.

Makan Fardad, Fu Lin, Mihailo R. Jovanovic

IEEE Trans. Autom. Control., 2014

Energy-Aware Sensor Selection in Field Reconstruction.

Sijia Liu, Aditya Vempaty, Makan Fardad, Engin Masazade, Pramod K. Varshney

IEEE Signal Process. Lett., 2014

On optimal sensor collaboration topologies for linear coherent estimation.

Sijia Liu, Makan Fardad, Swarnendu Kar, Pramod K. Varshney

Proceedings of the 2014 IEEE International Symposium on Information Theory, Honolulu, HI, USA, June 29, 2014

Sparsity-aware field estimation via ordinary Kriging.

Sijia Liu, Engin Masazade, Makan Fardad, Pramod K. Varshney

Proceedings of the IEEE International Conference on Acoustics, 2014

On the properties of optimal weak links in consensus networks.

Makan Fardad, Xi Zhang, Fu Lin, Mihailo R. Jovanovic

Proceedings of the 53rd IEEE Conference on Decision and Control, 2014

On optimal link removals for controllability degradation in dynamical networks.

Makan Fardad, Amit Diwadkar, Umesh Vaidya

Proceedings of the 53rd IEEE Conference on Decision and Control, 2014

Vulnerability analysis of large-scale dynamical networks to coordinated attacks.

Sai Pushpak, Amit Diwadkar, Makan Fardad, Umesh Vaidya

Proceedings of the 4th Australian Control Conference, AuCC 2014, Canberra, 2014

On optimal link creation for facilitation of consensus in social networks.

Makan Fardad, Fu Lin, Mihailo R. Jovanovic

Proceedings of the American Control Conference, 2014

On the design of optimal structured and sparse feedback gains via sequential convex programming.

Makan Fardad, Mihailo R. Jovanovic

Proceedings of the American Control Conference, 2014

2013

Design of Optimal Sparse Feedback Gains via the Alternating Direction Method of Multipliers.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

IEEE Trans. Autom. Control., 2013

Optimal Periodic Sensor Scheduling in Large-Scale Dynamical Networks

Sijia Liu, Makan Fardad, Engin Masazade, Pramod K. Varshney

CoRR, 2013

On optimal periodic sensor scheduling for field estimation in wireless sensor networks.

Sijia Liu, Makan Fardad, Engin Masazade, Pramod K. Varshney

Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013

On optimal sensor placement for mitigation of vulnerabilities to cyber attacks in large-scale networks.

Umesh Vaidya, Makan Fardad

Proceedings of the 12th European Control Conference, 2013

On new characterizations of social influence in social networks.

Makan Fardad, Fu Lin, Xi Zhang, Mihailo R. Jovanovic

Proceedings of the American Control Conference, 2013

2012

Optimal Control of Vehicular Formations With Nearest Neighbor Interactions.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

IEEE Trans. Autom. Control., 2012

Sparsity-Promoting Extended Kalman Filtering for Target Tracking in Wireless Sensor Networks.

Engin Masazade, Makan Fardad, Pramod K. Varshney

IEEE Signal Process. Lett., 2012

Performance of leader-follower networks in directed trees and lattices.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

Proceedings of the 51th IEEE Conference on Decision and Control, 2012

On the optimal dissemination of information in social networks.

Makan Fardad, Xi Zhang, Fu Lin, Mihailo R. Jovanovic

Proceedings of the 51th IEEE Conference on Decision and Control, 2012

Sparse feedback synthesis via the alternating direction method of multipliers.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

Proceedings of the American Control Conference, 2012

On the optimal synchronization of oscillator networks via sparse interconnection graphs.

Makan Fardad, Fu Lin, Mihailo R. Jovanovic

Proceedings of the American Control Conference, 2012

Identification of sparse communication graphs in consensus networks.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

Proceedings of the 50th Annual Allerton Conference on Communication, 2012

2011

Augmented Lagrangian Approach to Design of Structured Optimal State Feedback Gains.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

IEEE Trans. Autom. Control., 2011

Design of optimal controllers for spatially invariant systems with finite communication speed.

Makan Fardad, Mihailo R. Jovanovic

Autom., 2011

Algorithms for leader selection in large dynamical networks: Noise-corrupted leaders.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

Algorithms for leader selection in large dynamical networks: Noise-free leaders.

Makan Fardad, Fu Lin, Mihailo R. Jovanovic

Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

Sparsity-promoting optimal control for a class of distributed systems.

Makan Fardad, Fu Lin, Mihailo R. Jovanovic

Proceedings of the American Control Conference, 2011

2010

On the optimal localized feedback design for multi-vehicle systems.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

Proceedings of the 49th IEEE Conference on Decision and Control, 2010

On the dual decomposition of linear quadratic optimal control problems for vehicular formations.

Makan Fardad, Fu Lin, Mihailo R. Jovanovic

Proceedings of the 49th IEEE Conference on Decision and Control, 2010

On the optimal localized feedback design for vehicular platoons.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

Proceedings of the American Control Conference, 2010

2009

A Necessary and Sufficient Frequency Domain Criterion for the Passivity of SISO Sampled-Data Systems.

Makan Fardad, Bassam Bamieh

IEEE Trans. Autom. Control., 2009

On the optimal design of structured feedback gains for interconnected systems.

Makan Fardad, Fu Lin, Mihailo R. Jovanovic

Proceedings of the 48th IEEE Conference on Decision and Control, 2009

Damping mechanisms in dynamic mode atomic force microscopy applications.

Makan Fardad, Mihailo R. Jovanovic, Murti V. Salapaka

Proceedings of the American Control Conference, 2009

The operator algebra of almost Toeplitz matrices and the optimal control of large-scale systems.

Makan Fardad

Proceedings of the American Control Conference, 2009

Synthesis of H2 optimal static structured controllers: Primal and dual formulations.

Fu Lin, Makan Fardad, Mihailo R. Jovanovic

Proceedings of the 47th Annual Allerton Conference on Communication, 2009

2008

Frequency Analysis and Norms of Distributed Spatially Periodic Systems.

Makan Fardad, Mihailo R. Jovanovic, Bassam Bamieh

IEEE Trans. Autom. Control., 2008

An Extension of the Argument Principle and Nyquist Criterion to a Class of Systems With Unbounded Generators.

Makan Fardad, Bassam Bamieh

IEEE Trans. Autom. Control., 2008

Perturbation Methods in Stability and Norm Analysis of Spatially Periodic Systems.

Makan Fardad, Bassam Bamieh

SIAM J. Control. Optim., 2008

<i>I</i> norm of linear time-periodic systems: A perturbation analysis.

Mihailo R. Jovanovic, Makan Fardad

Autom., 2008

On the state-space design of optimal controllers for distributed systems with finite communication speed.

Makan Fardad, Mihailo R. Jovanovic

Proceedings of the 47th IEEE Conference on Decision and Control, 2008

Perturbation analysis of eigenvalues of a class of self-adjoint operators.

Rashad Moarref, Makan Fardad, Mihailo R. Jovanovic

Proceedings of the American Control Conference, 2008

2007

Connection between almost everywhere stability of an ODE and advection PDE.

Rajeev Rajaram, Umesh Vaidya, Makan Fardad

Proceedings of the 46th IEEE Conference on Decision and Control, 2007

2006

On Stability and the Spectrum Determined Growth Condition for Spatially Periodic Systems.

Makan Fardad, Bassam Bamieh

Proceedings of the 45th IEEE Conference on Decision and Control, 2006

2005

The Nyquist Stability Criterion For A Class Of Spatially Periodic Systems.

Makan Fardad, Bassam Bamieh

Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005

A perturbation approach to the H² analysis of spatially periodic systems.

Makan Fardad, Bassam Bamieh

Proceedings of the American Control Conference, 2005

2004

A perturbation analysis of parametric resonance and periodic control in spatially distributed systems.

Makan Fardad, Bassam Bamieh

Proceedings of the 43rd IEEE Conference on Decision and Control, 2004

A frequency domain analysis and synthesis of the passivity of sampled-data systems.

Makan Fardad, Bassam Bamieh

Proceedings of the 43rd IEEE Conference on Decision and Control, 2004

2001

A framework for destabilization of dynamical systems and mixing enhancement.

Bassam Bamieh, Igor Mezic, Makan Fardad

Proceedings of the 40th IEEE Conference on Decision and Control, 2001