Parameter Extraction for Statistical IC Process Characterization. - Costas J. Spanos; Stephen W. Director (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 1986)

Statistical process control in semiconductor manufacturing. - Costas J. Spanos (Proc. IEEE, 1992)

Electrical impedance tomography based sensors for semiconductor manufacturing. - Michiel Krüger; Kameshwar Poolla; Costas J. Spanos (ACC, 2002)

A class of impedance tomography based sensors for semiconductor manufacturing. - Michiel Krüger; Kameshwar Poolla; Costas J. Spanos (ACC, 2004)

Modeling Within-Die Spatial Correlation Effects for Process-Design Co-Optimization. - Paul Friedberg; Yu Cao 001; Jason Cain; Ruth Wang; Jan M. Rabaey; Costas J. Spanos (ISQED, 2005)

Measurement and Analysis of Variability in 45 nm Strained-Si CMOS Technology. - Liang-Teck Pang; Kun Qian 014; Costas J. Spanos; Borivoje Nikolic (IEEE J. Solid State Circuits, 2009)

Yield-constrained digital circuit sizing via sequential geometric programming. - Yu Ben; Laurent El Ghaoui; Kameshwar Poolla; Costas J. Spanos (ISQED, 2010)

Estimating the probability density function of critical path delay via partial least squares dimension reduction. - Yu Ben; Costas J. Spanos (ISQED, 2011)

Non-Gaussian uncertainty propagation in statistical circuit simulation. - Qian Ying Tang; Costas J. Spanos (ISQED, 2011)

Physically Justifiable Die-Level Modeling of Spatial Variation in View of Systematic Across Wafer Variability. - Lerong Cheng; Puneet Gupta 001; Costas J. Spanos; Kun Qian 014; Lei He 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2011)

Technology Variability From a Design Perspective. - Borivoje Nikolic; Ji-Hoon Park; Jaehwa Kwak; Bastien Giraud; Zheng Guo; Liang-Teck Pang; Seng Oon Toh; Ruzica Jevtic; Kun Qian 014; Costas J. Spanos (IEEE Trans. Circuits Syst. I Regul. Pap., 2011)

Energy consumption scheduling in smart grid: A non-cooperative game approach. - Kai Ma 001; Guoqiang Hu 001; Costas J. Spanos (ASCC, 2013)

DEPEND: Density adaptive power efficient neighbor discovery for wearable body sensors. - Bin Li; Wei Feng; Lin Zhang 001; Costas J. Spanos (CASE, 2013)

Transmission power allocation for cooperative relay-based neighborhood area networks for smart grid. - Kai Ma 001; Guoqiang Hu 001; Costas J. Spanos (CASE, 2013)

Low-cost coarse airborne particulate matter sensing for indoor occupancy detection. - Kevin Weekly; Donghyun Rim; Lin Zhang 001; Alexandre M. Bayen; William W. Nazaroff; Costas J. Spanos (CASE, 2013)

Causal analysis for non-stationary time series in sensor-rich smart buildings. - Yuxun Zhou; Zhaoyi Kang; Lin Zhang 001; Costas J. Spanos (CASE, 2013)

Virtual power sensing based on a multiple-hypothesis sequential test. - Zhaoyi Kang; Yuxun Zhou; Lin Zhang 001; Costas J. Spanos (SmartGridComm, 2013)

Social game for building energy efficiency: Incentive design. - Lillian J. Ratliff; Ming Jin 002; Ioannis C. Konstantakopoulos; Costas J. Spanos; S. Shankar Sastry (Allerton, 2014)

Cooperative demand response using repeated game for price-anticipating buildings in smart grid. - Kai Ma 001; Guoqiang Hu 001; Costas J. Spanos (ICARCV, 2014)

Dynamics of electricity markets with unknown utility functions: An extremum seeking control approach. - Kai Ma 001; Guoqiang Hu 001; Costas J. Spanos (ICCA, 2014)

Sequential Logistic Principal Component Analysis (SLPCA): Dimensional Reduction in Streaming Multivariate Binary-State System. - Zhaoyi Kang; Costas J. Spanos (ICMLA, 2014)

Environmental sensing by wearable device for indoor activity and location estimation. - Ming Jin 002; Han Zou; Kevin Weekly; Ruoxi Jia 001; Alexandre M. Bayen; Costas J. Spanos (IECON, 2014)

Modeling of end-use energy profile: An appliance-data-driven stochastic approach. - Zhaoyi Kang; Ming Jin 002; Costas J. Spanos (IECON, 2014)

PresenceSense: zero-training algorithm for individual presence detection based on power monitoring. - Ming Jin 002; Ruoxi Jia 001; Zhaoyi Kang; Ioannis C. Konstantakopoulos; Costas J. Spanos (BuildSys, 2014)

SoundLoc: Acoustic Method for Indoor Localization without Infrastructure. - Ruoxi Jia 001; Ming Jin 002; Costas J. Spanos (CoRR, 2014)

Social Game for Building Energy Efficiency: Utility Learning, Simulation, and Analysis. - Ioannis C. Konstantakopoulos; Lillian J. Ratliff; Ming Jin 002; S. Shankar Sastry; Costas J. Spanos (CoRR, 2014)

Building-in-Briefcase (BiB). - Kevin Weekly; Ming Jin 002; Han Zou; Christopher Hsu; Alexandre M. Bayen; Costas J. Spanos (CoRR, 2014)

Distributed Energy Consumption Control via Real-Time Pricing Feedback in Smart Grid. - Kai Ma 001; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans. Control. Syst. Technol., 2014)

SoundLoc: Accurate room-level indoor localization using acoustic signatures. - Ruoxi Jia 001; Ming Jin 002; Zilong Chen; Costas J. Spanos (CASE, 2015)

Power prediction through energy consumption pattern recognition for smart buildings. - Ming Jin 002; Lin Zhang 001; Costas J. Spanos (CASE, 2015)

BRIEF: Bayesian Regression of Infinite Expert Forecasters for single and multiple time series prediction. - Ming Jin 002; Costas J. Spanos (CDC, 2015)

REST: a reliable estimation of stopping time algorithm for social game experiments. - Ming Jin 002; Lillian J. Ratliff; Ioannis C. Konstantakopoulos; Costas J. Spanos; Shankar Sastry 001 (ICCPS, 2015)

Learning Optimization Friendly Comfort Model for HVAC Model Predictive Control. - Yuxun Zhou; Dan Li 016; Costas J. Spanos (ICDM Workshops, 2015)

Learning Convex Piecewise Linear Machine for Data-Driven Optimal Control. - Yuxun Zhou; Baihong Jin; Costas J. Spanos (ICMLA, 2015)

Poster Abstract: MapSentinel: Map-Aided Non-intrusive Indoor Tracking in Sensor-Rich Environments. - Ruoxi Jia 001; Ming Jin 002; Han Zou; Yigitcan Yesilata; Lihua Xie 001; Costas J. Spanos (BuildSys, 2015)

A fully unsupervised non-intrusive load monitoring framework. - Ruoxi Jia 001; Yang Gao; Costas J. Spanos (SmartGridComm, 2015)

Inverse Reinforcement Learning via Deep Gaussian Process. - Ming Jin 002; Costas J. Spanos (CoRR, 2015)

A Cooperative Demand Response Scheme Using Punishment Mechanism and Application to Industrial Refrigerated Warehouses. - Kai Ma 001; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans. Ind. Informatics, 2015)

Veto-Consensus Multiple Kernel Learning. - Yuxun Zhou; Ninghang Hu; Costas J. Spanos (AAAI, 2016)

Data-driven event detection with partial knowledge: A Hidden Structure Semi-Supervised learning method. - Yuxun Zhou; Reza Arghandeh; Ioannis C. Konstantakopoulos; Shayaan Abdullah; Costas J. Spanos (ACC, 2016)

Fusing system configuration information for building cooling plant Fault Detection and severity level identification. - Dan Li 016; Yuxun Zhou; Guoqiang Hu 001; Costas J. Spanos (CASE, 2016)

Inverse modeling of non-cooperative agents via mixture of utilities. - Ioannis C. Konstantakopoulos; Lillian J. Ratliff; Ming Jin 002; Costas J. Spanos; S. Shankar Sastry (CDC, 2016)

Online learning of Contextual Hidden Markov Models for temporal-spatial data analysis. - Yuxun Zhou; Reza Arghandeh; Costas J. Spanos (CDC, 2016)

On a class of multi-parametric quadratic programming and its applications to machine learning. - Yuxun Zhou; Costas J. Spanos (CDC, 2016)

MetroEye: towards fine-grained passenger tracking underground. - Weixi Gu; Ming Jin 002; Zimu Zhou; Costas J. Spanos; Lin Zhang 001 (UbiComp Adjunct, 2016)

Using Domain Knowledge Features for Wind Turbine Diagnostics. - R. Lily Hu; Kevin Leahy 003; Ioannis C. Konstantakopoulos; David M. Auslander; Costas J. Spanos; Alice M. Agogino (ICMLA, 2016)

Diagnosing wind turbine faults using machine learning techniques applied to operational data. - Kevin Leahy 003; R. Lily Hu; Ioannis C. Konstantakopoulos; Costas J. Spanos; Alice M. Agogino (ICPHM, 2016)

WinIPS: WiFi-based non-intrusive IPS for online radio map construction. - Han Zou; Ming Jin 002; Hao Jiang 008; Lihua Xie 001; Costas J. Spanos (INFOCOM Workshops, 2016)

A transfer kernel learning based strategy for adaptive localization in dynamic indoor environments: poster. - Han Zou; Yuxun Zhou; Hao Jiang 008; Baoqi Huang; Lihua Xie 001; Costas J. Spanos (MobiCom, 2016)

MetroEye: Smart Tracking Your Metro Trips Underground. - Weixi Gu; Ming Jin 002; Zimu Zhou; Costas J. Spanos; Lin Zhang 001 (MobiQuitous, 2016)

Causal meets Submodular: Subset Selection with Directed Information. - Yuxun Zhou; Costas J. Spanos (NIPS, 2016)

Optimal Training and Efficient Model Selection for Parameterized Large Margin Learning. - Yuxun Zhou; Jae Yeon Baek; Dan Li 016; Costas J. Spanos (PAKDD (1), 2016)

Abnormal event detection with high resolution micro-PMU data. - Yuxun Zhou; Reza Arghandeh; Ioannis C. Konstantakopoulos; Shayaan Abdullah; Alexandra von Meier; Costas J. Spanos (PSCC, 2016)

MapSentinel: Can the Knowledge of Space Use Improve Indoor Tracking Further? - Ruoxi Jia 001; Ming Jin 002; Han Zou; Yigitcan Yesilata; Lihua Xie 001; Costas J. Spanos (Sensors, 2016)

Parametric Dual Maximization for Non-Convex Learning Problems. - Yuxun Zhou; Zhaoyi Kang; Costas J. Spanos (AAAI, 2017)

Towards a theory of free-lunch privacy in cyber-physical systems. - Ruoxi Jia 001; Roy Dong; Prashanth Ganesh; Shankar Sastry 001; Costas J. Spanos (Allerton, 2017)

Leveraging correlations in utility learning. - Ioannis C. Konstantakopoulos; Lillian J. Ratliff; Ming Jin 002; Costas J. Spanos (ACC, 2017)

Distributed model predictive control of bilinear HVAC systems using a convexification method. - Zheming Wang; Guoqiang Hu 001; Costas J. Spanos (ASCC, 2017)

Reliability of high renewable penetration microgrid facilitated by coordination of air conditioning system and cooling fans. - Zhanbo Xu; Guoqiang Hu 001; Costas J. Spanos (CASE, 2017)

Optimal sensor-controller codesign for privacy in dynamical systems. - Ruoxi Jia 001; Roy Dong; Shankar Sastry 001; Costas J. Spanos (CDC, 2017)

FreeCount: Device-Free Crowd Counting with Commodity WiFi. - Han Zou; Yuxun Zhou; Jianfei Yang; Weixi Gu; Lihua Xie 001; Costas J. Spanos (GLOBECOM, 2017)

BikeSafe: bicycle behavior monitoring via smartphones. - Weixi Gu; Yunxin Liu; Yuxun Zhou; Zimu Zhou; Costas J. Spanos; Lin Zhang 001 (UbiComp/ISWC Adjunct, 2017)

Spatio-temporal environmental monitoring for smart buildings. - Linh V. Nguyen; Guoqiang Hu 001; Costas J. Spanos (ICCA, 2017)

Efficient spatio-temporal sensor deployments: A smart building application. - Linh V. Nguyen; Guoqiang Hu 001; Costas J. Spanos (ICCA, 2017)

Privacy-enhanced architecture for occupancy-based HVAC Control. - Ruoxi Jia 001; Roy Dong; S. Shankar Sastry; Costas J. Spanos (ICCPS, 2017)

Multiple Kernel Representation Learning for WiFi-Based Human Activity Recognition. - Han Zou; Yuxun Zhou; Jianfei Yang; Weixi Gu; Lihua Xie 001; Costas J. Spanos (ICMLA, 2017)

A luenberger observer-based fault detection and identification scheme for photovoltaic DC-DC converters. - Palak Jain 003; Li Jian; Jason Poon; Costas J. Spanos; Seth R. Sanders; Jian-Xin Xu; Sanjib Kumar Panda (IECON, 2017)

Poster: WiFi-based Device-Free Human Activity Recognition via Automatic Representation Learning. - Han Zou; Yuxun Zhou; Jianfei Yang; Weixi Gu; Lihua Xie 001; Costas J. Spanos (MobiCom, 2017)

BikeMate: Bike Riding Behavior Monitoring with Smartphones. - Weixi Gu; Zimu Zhou; Yuxun Zhou; Han Zou; Yunxin Liu; Costas J. Spanos; Lin Zhang 001 (MobiQuitous, 2017)

FreeDetector: Device-Free Occupancy Detection with Commodity WiFi. - Han Zou; Yuxun Zhou; Jianfei Yang; Weixi Gu; Lihua Xie 001; Costas J. Spanos (SECON Workshops, 2017)

PAD: protecting anonymity in publishing building related datasets. - Ruoxi Jia 001; Fisayo Caleb Sangogboye; Tianzhen Hong; Costas J. Spanos; Mikkel Baun Kjærgaard (BuildSys, 2017)

Privacy-preserving building-related data publication using PAD. - Ruoxi Jia 001; Fisayo Caleb Sangogboye; Tianzhen Hong; Costas J. Spanos; Mikkel Baun Kjærgaard (BuildSys, 2017)

Indoor environmental quality monitoring by autonomous mobile sensing. - Ming Jin 002; Shichao Liu 005; Yulun Tian; Mingjian Lu; Stefano Schiavon; Costas J. Spanos (BuildSys, 2017)

Inverse Reinforcement Learning via Deep Gaussian Process. - Ming Jin 002; Andreas C. Damianou; Pieter Abbeel; Costas J. Spanos (UAI, 2017)

Adaptive Localization in Dynamic Indoor Environments by Transfer Kernel Learning. - Han Zou; Yuxun Zhou; Hao Jiang 008; Baoqi Huang; Lihua Xie 001; Costas J. Spanos (WCNC, 2017)

SugarMate: Non-intrusive Blood Glucose Monitoring with Smartphones. - Weixi Gu; Yuxun Zhou; Zimu Zhou; Xi Liu; Han Zou; Pei Zhang 001; Costas J. Spanos; Lin Zhang 001 (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2017)

Optimal Sensor Configuration and Feature Selection for AHU Fault Detection and Diagnosis. - Dan Li 016; Yuxun Zhou; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans. Ind. Informatics, 2017)

Virtual Occupancy Sensing: Using Smart Meters to Indicate Your Presence. - Ming Jin 002; Ruoxi Jia 001; Costas J. Spanos (IEEE Trans. Mob. Comput., 2017)

WinIPS: WiFi-Based Non-Intrusive Indoor Positioning System With Online Radio Map Construction and Adaptation. - Han Zou; Ming Jin 002; Hao Jiang 008; Lihua Xie 001; Costas J. Spanos (IEEE Trans. Wirel. Commun., 2017)

Non-Parametric Outliers Detection in Multiple Time Series A Case Study: Power Grid Data Analysis. - Yuxun Zhou; Han Zou; Reza Arghandeh; Weixi Gu; Costas J. Spanos (AAAI, 2018)

WiFi-Based Human Identification via Convex Tensor Shapelet Learning. - Han Zou; Yuxun Zhou; Jianfei Yang; Weixi Gu; Lihua Xie 001; Costas J. Spanos (AAAI, 2018)

Poisoning Attacks on Data-Driven Utility Learning in Games. - Ruoxi Jia 001; Ioannis C. Konstantakopoulos; Bo Li 026; Costas J. Spanos (ACC, 2018)

DeepSense: Device-Free Human Activity Recognition via Autoencoder Long-Term Recurrent Convolutional Network. - Han Zou; Yuxun Zhou; Jianfei Yang; Hao Jiang 008; Lihua Xie 001; Costas J. Spanos (ICC, 2018)

Distributed Model Predictive Control of a HVAC System via a Projected Subgradient Method. - Yipeng Pang; Guoqiang Hu 001; Costas J. Spanos (ICCA, 2018)

WiFi-enabled Device-free Gesture Recognition for Smart Home Automation. - Han Zou; Yuxun Zhou; Jianfei Yang; Hao Jiang 008; Lihua Xie 001; Costas J. Spanos (ICCA, 2018)

Robust WiFi-Enabled Device-Free Gesture Recognition via Unsupervised Adversarial Domain Adaptation. - Han Zou; Jianfei Yang; Yuxun Zhou; Lihua Xie 001; Costas J. Spanos (ICCCN, 2018)

Joint Adversarial Domain Adaptation for Resilient WiFi-Enabled Device-Free Gesture Recognition. - Han Zou; Jianfei Yang; Yuxun Zhou; Costas J. Spanos (ICMLA, 2018)

Stochastic Model Predictive Control with adaptive constraint tightening for non-conservative chance constraints satisfaction. - Diego Muñoz-Carpintero; Guoqiang Hu 001; Costas J. Spanos (Autom., 2018)

A Deep Learning and Gamification Approach to Energy Conservation at Nanyang Technological University. - Ioannis C. Konstantakopoulos; Andrew R. Barkan; Shiying He; Tanya Veeravalli; Huihan Liu; Costas J. Spanos (CoRR, 2018)

One Bit Matters: Understanding Adversarial Examples as the Abuse of Redundancy. - Jingkang Wang; Ruoxi Jia 001; Gerald Friedland; Bo Li 026; Costas J. Spanos (CoRR, 2018)

Segmentation Analysis in Human Centric Cyber-Physical Systems using Graphical Lasso. - Hari Prasanna Das; Ioannis C. Konstantakopoulos; Aummul Baneen Manasawala; Tanya Veeravalli; Huihan Liu; Costas J. Spanos (CoRR, 2018)

Design Automation for Smart Building Systems. - Ruoxi Jia 001; Baihong Jin; Ming Jin 002; Yuxun Zhou; Ioannis C. Konstantakopoulos; Han Zou; Joyce Kim; Dan Li 016; Weixi Gu; Reza Arghandeh; Pierluigi Nuzzo 002; Stefano Schiavon; et al. (Proc. IEEE, 2018)

Building-in-Briefcase: A Rapidly-Deployable Environmental Sensor Suite for the Smart Building. - Kevin Weekly; Ming Jin 002; Han Zou; Christopher Hsu; Chris Soyza; Alexandre M. Bayen; Costas J. Spanos (Sensors, 2018)

Occupancy Detection via Environmental Sensing. - Ming Jin 002; Nikolaos Bekiaris-Liberis; Kevin Weekly; Costas J. Spanos; Alexandre M. Bayen (IEEE Trans Autom. Sci. Eng., 2018)

A Robust Utility Learning Framework via Inverse Optimization. - Ioannis C. Konstantakopoulos; Lillian J. Ratliff; Ming Jin 002; S. Shankar Sastry; Costas J. Spanos (IEEE Trans. Control. Syst. Technol., 2018)

A Framework for Privacy-Preserving Data Publishing with Enhanced Utility for Cyber-Physical Systems. - Fisayo Caleb Sangogboye; Ruoxi Jia 001; Tianzhen Hong; Costas J. Spanos; Mikkel Baun Kjærgaard (ACM Trans. Sens. Networks, 2018)

Energy Management Considering Load Operations and Forecast Errors With Application to HVAC Systems. - Kai Ma 001; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans. Smart Grid, 2018)

Partial Knowledge Data-Driven Event Detection for Power Distribution Networks. - Yuxun Zhou; Reza Arghandeh; Costas J. Spanos (IEEE Trans. Smart Grid, 2018)

Consensus Adversarial Domain Adaptation. - Han Zou; Yuxun Zhou; Jianfei Yang; Huihan Liu; Hari Prasanna Das; Costas J. Spanos (AAAI, 2019)

Towards Efficient Data Valuation Based on the Shapley Value. - Ruoxi Jia 001; David Dao; Boxin Wang; Frances Ann Hubis; Nick Hynes; Nezihe Merve Gürel; Bo Li 026; Ce Zhang 001; Dawn Song; Costas J. Spanos (AISTATS, 2019)

WiFi and Vision Multimodal Learning for Accurate and Robust Device-Free Human Activity Recognition. - Han Zou; Jianfei Yang; Hari Prasanna Das; Huihan Liu; Yuxun Zhou; Costas J. Spanos (CVPR Workshops, 2019)

A Novel Graphical Lasso Based Approach Towards Segmentation Analysis in Energy Game-Theoretic Frameworks. - Hari Prasanna Das; Ioannis C. Konstantakopoulos; Aummul Baneen Manasawala; Tanya Veeravalli; Huihan Liu; Costas J. Spanos (ICMLA, 2019)

HVAC Energy Cost Optimization for a Multi-zone Building via a Decentralized Approach. - Yu Yang 008; Guoqiang Hu 001; Costas J. Spanos (CoRR, 2019)

Dimensionality Reduction Flows. - Hari Prasanna Das; Pieter Abbeel; Costas J. Spanos (CoRR, 2019)

Design, Benchmarking and Explainability Analysis of a Game-Theoretic Framework towards Energy Efficiency in Smart Infrastructure. - Ioannis C. Konstantakopoulos; Hari Prasanna Das; Andrew R. Barkan; Shiying He; Tanya Veeravalli; Huihan Liu; Aummul Baneen Manasawala; Yu-Wen Lin; Costas J. Spanos (CoRR, 2019)

Multiple Kernel Semi-Representation Learning With Its Application to Device-Free Human Activity Recognition. - Han Zou; Yuxun Zhou; Reza Arghandeh; Costas J. Spanos (IEEE Internet Things J., 2019)

Unsupervised WiFi-Enabled IoT Device-User Association for Personalized Location-Based Service. - Han Zou; Yuxun Zhou; Jianfei Yang; Costas J. Spanos (IEEE Internet Things J., 2019)

Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms. - Ruoxi Jia 001; David Dao; Boxin Wang; Frances Ann Hubis; Nezihe Merve Gürel; Bo Li 026; Ce Zhang 001; Costas J. Spanos; Dawn Song (Proc. VLDB Endow., 2019)

Identifying Unseen Faults for Smart Buildings by Incorporating Expert Knowledge With Data. - Dan Li 016; Yuxun Zhou; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans Autom. Sci. Eng., 2019)

Nonparametric Event Detection in Multiple Time Series for Power Distribution Networks. - Yuxun Zhou; Reza Arghandeh; Han Zou; Costas J. Spanos (IEEE Trans. Ind. Electron., 2019)

Understanding Distributions of Environmental Parameters for Thermal Comfort Study in Singapore. - Divya Periyakoil; Hari Prasanna Das; Costas J. Spanos (e-Energy, 2020)

Prospective Experiment for Reinforcement Learning on Demand Response in a Social Game Framework. - Lucas Spangher; Akash Gokul; Manan Khattar; Joseph Palakapilly; Akaash Tawade; Adam Bouyamourn; Alex Devonport; Costas J. Spanos (e-Energy, 2020)

Demonstration of Transactive Control of Commercial Buildings as Energy Nodes. - Rohit Chandra; K. R. Krishnanand; Hoan Thong; Edwin Goh; Sanjib Kumar Panda; Costas J. Spanos (IECON, 2020)

A Survey of Failure Mechanisms and Statistics for Critical Electrical Equipment in Buildings. - Rohit Chandra; Naga Brahmendra Yadav Gorla; Aravinth Subramaniam; Hasmat Malik; Sanjib Kumar Panda; Kameshwar Poolla; Costas J. Spanos (IECON, 2020)

A Proximal Linearization-based Decentralized Method for Nonconvex Problems with Nonlinear Constraints. - Yu Yang 008; Guoqiang Hu 001; Costas J. Spanos (CoRR, 2020)

smartSDH: A Mechanism Design Approach to Building Control. - Ioannis C. Konstantakopoulos; Kristy A. Hamilton; Tanya Veeravalli; Costas J. Spanos; Roy Dong (CoRR, 2020)

Distributed Control of Multi-zone HVAC Systems Considering Indoor Air Quality. - Yu Yang 008; Seshadhri Srinivasan; Guoqiang Hu 001; Costas J. Spanos (CoRR, 2020)

Optimal Sharing and and Fair Cost Allocation of Community Energy Storage. - Yu Yang 008; Guoqiang Hu 001; Costas J. Spanos (CoRR, 2020)

Selling Renewable Utilization Service to Consumers via Cloud Energy Storage. - Yu Yang 008; Utkarsha Agwan; Guoqiang Hu 001; Costas J. Spanos (CoRR, 2020)

CausalBG: Causal Recurrent Neural Network for the Blood Glucose Inference With IoT Platform. - Miao He; Weixi Gu; Ying Kong; Lin Zhang 001; Costas J. Spanos; Khalid M. Mosalam (IEEE Internet Things J., 2020)

Adversarial Learning-Enabled Automatic WiFi Indoor Radio Map Construction and Adaptation With Mobile Robot. - Han Zou; Chunlin Chen; Maoxun Li; Jianfei Yang; Yuxun Zhou; Lihua Xie 001; Costas J. Spanos (IEEE Internet Things J., 2020)

Handling Incomplete Sensor Measurements in Fault Detection and Diagnosis for Building HVAC Systems. - Dan Li 016; Yuxun Zhou; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans Autom. Sci. Eng., 2020)

HVAC Energy Cost Optimization for a Multizone Building via a Decentralized Approach. - Yu Yang 008; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans Autom. Sci. Eng., 2020)

Efficient Sensor Deployments for Spatio-Temporal Environmental Monitoring. - Linh V. Nguyen; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans. Syst. Man Cybern. Syst., 2020)

Deep Learning and Unsupervised Domain Adaptation for WiFi-based Sensing. - Jianfei Yang; Han Zou; Lihua Xie 001; Costas J. Spanos (Generalization with Deep Learning, 2021)

Pricing in Prosumer Aggregations using Reinforcement Learning. - Utkarsha Agwan; Lucas Spangher; William F. Arnold; Tarang Srivastava; Kameshwar Poolla; Costas J. Spanos (e-Energy, 2021)

Adapting Surprise Minimizing Reinforcement Learning Techniques for Transactive Control. - William F. Arnold; Tarang Srivastava; Lucas Spangher; Utkarsha Agwan; Costas J. Spanos (e-Energy, 2021)

Using Meta Reinforcement Learning to Bridge the Gap between Simulation and Experiment in Energy Demand Response. - Doseok Jang; Lucas Spangher; Manan Khattar; Utkarsha Agwan; Costas J. Spanos (e-Energy, 2021)

Hybrid Approach for Digital Twins in the Built Environment. - Yu-Wen Lin; Tsz Ling Elaine Tang; Costas J. Spanos (e-Energy, 2021)

Optimal Composition of Prosumer Aggregations. - Utkarsha Agwan; Kameshwar Poolla; Costas J. Spanos (ISGT-Europe, 2021)

Unsupervised personal thermal comfort prediction via adversarial domain adaptation. - Hari Prasanna Das; Stefano Schiavon; Costas J. Spanos (BuildSys, 2021)

Offline-online reinforcement learning for generalizing demand response price-setting to energy systems. - Doseok Jang; Lucas Spangher; Manan Khattar; Utkarsha Agwan; Selvaprabuh Nadarajah; Costas J. Spanos (BuildSys, 2021)

Offline-online reinforcement learning for energy pricing in office demand response: lowering energy and data costs. - Doseok Jang; Lucas Spangher; Tarang Srivastava; Manan Khattar; Utkarsha Agwan; Selvaprabu Nadarajah; Costas J. Spanos (BuildSys, 2021)

Asset Participation and Aggregation in Incentive-Based Demand Response Programs. - Utkarsha Agwan; Costas J. Spanos; Kameshwar Poolla (SmartGridComm, 2021)

Offline-Online Reinforcement Learning for Energy Pricing in Office Demand Response: Lowering Energy and Data Costs. - Doseok Jang; Lucas Spangher; Manan Khattar; Utkarsha Agwan; Selvaprabuh Nadarajah; Costas J. Spanos (CoRR, 2021)

CDCGen: Cross-Domain Conditional Generation via Normalizing Flows and Adversarial Training. - Hari Prasanna Das; Ryan Tran; Japjot Singh; Yu-Wen Lin; Costas J. Spanos (CoRR, 2021)

Distributed Control of Multizone HVAC Systems Considering Indoor Air Quality. - Yu Yang 008; Seshadhri Srinivasan; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans. Control. Syst. Technol., 2021)

Optimal Sharing and Fair Cost Allocation of Community Energy Storage. - Yu Yang 008; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans. Smart Grid, 2021)

Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data. - Hari Prasanna Das; Ryan Tran; Japjot Singh; Xiangyu Yue 001; Geoffrey H. Tison; Alberto L. Sangiovanni-Vincentelli; Costas J. Spanos (AAAI, 2022)

Time series-based deep learning model for personal thermal comfort prediction. - Aniruddh Chennapragada; Divya Periyakoil; Hari Prasanna Das; Costas J. Spanos (e-Energy, 2022)

Optimizing participation of buildings and aggregations in incentive-based demand response programs: poster abstract. - Utkarsha Agwan; Costas J. Spanos; Kameshwar Poolla (BuildSys, 2022)

Improved dequantization and normalization methods for tabular data pre-processing in smart buildings. - Hari Prasanna Das; Costas J. Spanos (BuildSys, 2022)

Synthetic personal thermal comfort data generation: poster abstract. - Hari Prasanna Das; Costas J. Spanos (BuildSys, 2022)

Adversarial poisoning attacks on reinforcement learning-driven energy pricing. - Sam Gunn; Doseok Jang; Orr Paradise; Lucas Spangher; Costas J. Spanos (BuildSys, 2022)

Proximal ADMM for nonconvex and nonsmooth optimization. - Yu Yang 008; Qing-Shan Jia; Zhanbo Xu; Xiaohong Guan; Costas J. Spanos (Autom., 2022)

Conditional Synthetic Data Generation for Personal Thermal Comfort Models. - Hari Prasanna Das; Costas J. Spanos (CoRR, 2022)

Optimal Network Charge for Peer-to-Peer Energy Trading: A Grid Perspective. - Yu Yang 008; Yue Chen; Guoqiang Hu 001; Costas J. Spanos (CoRR, 2022)

A Survey of ADMM Variants for Distributed Optimization: Problems, Algorithms and Features. - Yu Yang 008; Xiaohong Guan; Qing-Shan Jia; Liang Yu 001; Bolun Xu; Costas J. Spanos (CoRR, 2022)

Personalized Federated Hypernetworks for Privacy Preservation in Multi-Task Reinforcement Learning. - Doseok Jang; Larry Yan; Lucas Spangher; Costas J. Spanos (CoRR, 2022)

Machine Learning for Smart and Energy-Efficient Buildings. - Hari Prasanna Das; Yu-Wen Lin; Utkarsha Agwan; Lucas Spangher; Alex Devonport; Yu Yang 008; Ján Drgona; Adrian Chong; Stefano Schiavon; Costas J. Spanos (CoRR, 2022)

smartSDH: An Experimental Study of Mechanism-Based Building Control. - Ioannis C. Konstantakopoulos; Kristy A. Hamilton; Yashaswini Murthy; Tanya Veeravalli; Costas J. Spanos; Roy Dong (IEEE Syst. J., 2022)

Stochastic Optimal Control of HVAC System for Energy-Efficient Buildings. - Yu Yang 008; Guoqiang Hu 001; Costas J. Spanos (IEEE Trans. Control. Syst. Technol., 2022)

Personalized Federated Hypernetworks for Multi-Task Reinforcement Learning in Microgrid Energy Demand Response. - Doseok Jang; Lucas Spangher; Tarang Srivastava; Larry Yan; Costas J. Spanos (BuildSys, 2023)

From Electronic Design Automation to Building Design Automation: Challenges and Opportunities. - Yu-Wen Lin; Tsz Ling Elaine Tang; Alberto L. Sangiovanni-Vincentelli; Stefano Schiavon; Costas J. Spanos (CoRR, 2023)

Toward Platform-based Building Design. - Yu-Wen Lin; Tsz Ling Elaine Tang; Stefano Schiavon; Costas J. Spanos (CoRR, 2023)

Active Reinforcement Learning for Robust Building Control. - Doseok Jang; Larry Yan; Lucas Spangher; Costas J. Spanos (AAAI, 2024)

Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation. - Shangding Gu; Laixi Shi; Yuhao Ding; Alois Knoll; Costas J. Spanos; Adam Wierman; Ming Jin 002 (NeurIPS, 2024)

Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning. - Shangding Gu; Laixi Shi; Muning Wen; Ming Jin 002; Eric Mazumdar; Yuejie Chi; Adam Wierman; Costas J. Spanos (ICLR, 2025)

Reward-Safety Balance in Offline Safe RL via Diffusion Regularization. - Junyu Guo; Zhi Zheng; Donghao Ying; Ming Jin 002; Shangding Gu; Costas J. Spanos; Javad Lavaei (CoRR, 2025)

Safe Continual Domain Adaptation after Sim2Real Transfer of Reinforcement Learning Policies in Robotics. - Josip Josifovski; Shangding Gu; Mohammadhossein Malmir; Haoliang Huang; Sayantan Auddy; Nicolás Navarro-Guerrero; Costas J. Spanos; Alois Knoll (CoRR, 2025)

Few-Shot Test-Time Optimization Without Retraining for Semiconductor Recipe Generation and Beyond. - Shangding Gu; Donghao Ying; Ming Jin 002; Yu Joe Lu; Jun Wang 012; Javad Lavaei; Costas J. Spanos (CoRR, 2025)

Enhancing LLM Reasoning for Time Series Classification by Tailored Thinking and Fused Decision. - Jiahui Zhou; Dan Li 016; Lin Li; Zhuomin Chen; Shunyu Wu; Haozheng Ye; Jian Lou; Costas J. Spanos (CoRR, 2025)

Agentic Web: Weaving the Next Web with AI Agents. - Yingxuan Yang; Mulei Ma; Yuxuan Huang; Huacan Chai; Chenyu Gong; Haoran Geng; Yuanjian Zhou; Ying Wen 001; Meng Fang; Muhao Chen 001; Shangding Gu; Ming Jin 002; et al. (CoRR, 2025)