| 2025 | ICLR | Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning. | Shangding Gu, Laixi Shi, Muning Wen, Ming Jin, Eric Mazumdar, Yuejie Chi, Adam Wierman, Costas J. Spanos |
| 2024 | AAAI | Active Reinforcement Learning for Robust Building Control. | Doseok Jang, Larry Yan, Lucas Spangher, Costas J. Spanos |
| 2023 | SENSYS | Personalized Federated Hypernetworks for Multi-Task Reinforcement Learning in Microgrid Energy Demand Response. | Doseok Jang, Lucas Spangher, Tarang Srivastava, Larry Yan, Costas J. Spanos |
| 2022 | AAAI | Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data. | Hari Prasanna Das, Ryan Tran, Japjot Singh, Xiangyu Yue, Geoffrey H. Tison, Alberto L. Sangiovanni-Vincentelli, Costas J. Spanos |
| 2022 | SENSYS | Optimizing participation of buildings and aggregations in incentive-based demand response programs: poster abstract. | Utkarsha Agwan, Costas J. Spanos, Kameshwar Poolla |
| 2022 | SENSYS | Improved dequantization and normalization methods for tabular data pre-processing in smart buildings. | Hari Prasanna Das, Costas J. Spanos |
| 2022 | SENSYS | Synthetic personal thermal comfort data generation: poster abstract. | Hari Prasanna Das, Costas J. Spanos |
| 2022 | SENSYS | Adversarial poisoning attacks on reinforcement learning-driven energy pricing. | Sam Gunn, Doseok Jang, Orr Paradise, Lucas Spangher, Costas J. Spanos |
| 2021 | SENSYS | Unsupervised personal thermal comfort prediction via adversarial domain adaptation. | Hari Prasanna Das, Stefano Schiavon, Costas J. Spanos |
| 2021 | SENSYS | 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 |
| 2021 | SENSYS | 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 |
| 2020 | IECON | 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 |
| 2020 | IECON | 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 |
| 2019 | AAAI | Consensus Adversarial Domain Adaptation. | Han Zou, Yuxun Zhou, Jianfei Yang, Huihan Liu, Hari Prasanna Das, Costas J. Spanos |
| 2019 | AISTATS | Towards Efficient Data Valuation Based on the Shapley Value. | Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nick Hynes, Nezihe Merve Grel, Bo Li, Ce Zhang, Dawn Song, Costas J. Spanos |
| 2019 | CVPR | 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 |
| 2019 | ICMLA | 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 |
| 2018 | AAAI | 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 |
| 2018 | AAAI | WiFi-Based Human Identification via Convex Tensor Shapelet Learning. | Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos |
| 2018 | ICCCN | Robust WiFi-Enabled Device-Free Gesture Recognition via Unsupervised Adversarial Domain Adaptation. | Han Zou, Jianfei Yang, Yuxun Zhou, Lihua Xie, Costas J. Spanos |
| 2018 | ICMLA | Joint Adversarial Domain Adaptation for Resilient WiFi-Enabled Device-Free Gesture Recognition. | Han Zou, Jianfei Yang, Yuxun Zhou, Costas J. Spanos |
| 2017 | AAAI | Parametric Dual Maximization for Non-Convex Learning Problems. | Yuxun Zhou, Zhaoyi Kang, Costas J. Spanos |
| 2017 | GLOBECOM | FreeCount: Device-Free Crowd Counting with Commodity WiFi. | Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos |
| 2017 | ICMLA | Multiple Kernel Representation Learning for WiFi-Based Human Activity Recognition. | Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos |
| 2017 | IECON | A luenberger observer-based fault detection and identification scheme for photovoltaic DC-DC converters. | Palak Jain, Li Jian, Jason Poon, Costas J. Spanos, Seth R. Sanders, Jian-Xin Xu, Sanjib Kumar Panda |
| 2017 | MOBICOM | Poster: WiFi-based Device-Free Human Activity Recognition via Automatic Representation Learning. | Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos |
| 2017 | Mobiquitous | BikeMate: Bike Riding Behavior Monitoring with Smartphones. | Weixi Gu, Zimu Zhou, Yuxun Zhou, Han Zou, Yunxin Liu, Costas J. Spanos, Lin Zhang |
| 2017 | WCNC | Adaptive Localization in Dynamic Indoor Environments by Transfer Kernel Learning. | Han Zou, Yuxun Zhou, Hao Jiang, Baoqi Huang, Lihua Xie, Costas J. Spanos |
| 2017 | UAI | Inverse Reinforcement Learning via Deep Gaussian Process. | Ming Jin, Andreas C. Damianou, Pieter Abbeel, Costas J. Spanos |
| 2017 | SENSYS | PAD: protecting anonymity in publishing building related datasets. | Ruoxi Jia, Fisayo Caleb Sangogboye, Tianzhen Hong, Costas J. Spanos, Mikkel Baun Kjrgaard |
| 2017 | SENSYS | Privacy-preserving building-related data publication using PAD. | Ruoxi Jia, Fisayo Caleb Sangogboye, Tianzhen Hong, Costas J. Spanos, Mikkel Baun Kjrgaard |
| 2017 | SENSYS | Indoor environmental quality monitoring by autonomous mobile sensing. | Ming Jin, Shichao Liu, Yulun Tian, Mingjian Lu, Stefano Schiavon, Costas J. Spanos |
| 2017 | SECON | FreeDetector: Device-Free Occupancy Detection with Commodity WiFi. | Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos |
| 2016 | AAAI | Veto-Consensus Multiple Kernel Learning. | Yuxun Zhou, Ninghang Hu, Costas J. Spanos |
| 2016 | ICMLA | Using Domain Knowledge Features for Wind Turbine Diagnostics. | R. Lily Hu, Kevin Leahy, Ioannis C. Konstantakopoulos, David M. Auslander, Costas J. Spanos, Alice M. Agogino |
| 2016 | INFOCOM | WinIPS: WiFi-based non-intrusive IPS for online radio map construction. | Han Zou, Ming Jin, Hao Jiang, Lihua Xie, Costas J. Spanos |
| 2016 | MOBICOM | A transfer kernel learning based strategy for adaptive localization in dynamic indoor environments: poster. | Han Zou, Yuxun Zhou, Hao Jiang, Baoqi Huang, Lihua Xie, Costas J. Spanos |
| 2016 | Mobiquitous | MetroEye: Smart Tracking Your Metro Trips Underground. | Weixi Gu, Ming Jin, Zimu Zhou, Costas J. Spanos, Lin Zhang |
| 2016 | PAKDD | Optimal Training and Efficient Model Selection for Parameterized Large Margin Learning. | Yuxun Zhou, Jae Yeon Baek, Dan Li, Costas J. Spanos |
| 2015 | ICDM | Learning Optimization Friendly Comfort Model for HVAC Model Predictive Control. | Yuxun Zhou, Dan Li, Costas J. Spanos |
| 2015 | ICMLA | Learning Convex Piecewise Linear Machine for Data-Driven Optimal Control. | Yuxun Zhou, Baihong Jin, Costas J. Spanos |
| 2015 | SENSYS | Poster Abstract: MapSentinel: Map-Aided Non-intrusive Indoor Tracking in Sensor-Rich Environments. | Ruoxi Jia, Ming Jin, Han Zou, Yigitcan Yesilata, Lihua Xie, Costas J. Spanos |
| 2014 | ICARCV | Cooperative demand response using repeated game for price-anticipating buildings in smart grid. | Kai Ma, Guoqiang Hu, Costas J. Spanos |
| 2014 | ICMLA | Sequential Logistic Principal Component Analysis (SLPCA): Dimensional Reduction in Streaming Multivariate Binary-State System. | Zhaoyi Kang, Costas J. Spanos |
| 2014 | IECON | Environmental sensing by wearable device for indoor activity and location estimation. | Ming Jin, Han Zou, Kevin Weekly, Ruoxi Jia, Alexandre M. Bayen, Costas J. Spanos |
| 2014 | IECON | Modeling of end-use energy profile: An appliance-data-driven stochastic approach. | Zhaoyi Kang, Ming Jin, Costas J. Spanos |
| 2014 | SENSYS | PresenceSense: zero-training algorithm for individual presence detection based on power monitoring. | Ming Jin, Ruoxi Jia, Zhaoyi Kang, Ioannis C. Konstantakopoulos, Costas J. Spanos |
| 2009 | DAC | Physically justifiable die-level modeling of spatial variation in view of systematic across wafer variability. | Lerong Cheng, Puneet Gupta, Costas J. Spanos, Kun Qian, Lei He |