Ming Jin

Michael I. Jordan

Alberto L. Sangiovanni-Vincentelli

CoRR, 2024

Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation.

[BibT_eX]

[DOI]

CoRR, 2024

Safe and Balanced: A Framework for Constrained Multi-Objective Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2024

Defense against Joint Poison and Evasion Attacks: A Case Study of DERMS.

[BibT_eX]

[DOI]

CoRR, 2024

TeaMs-RL: Teaching LLMs to Teach Themselves Better Instructions via Reinforcement Learning.

[BibT_eX]

[DOI]

Shangding Gu

Alois Knoll

CoRR, 2024

Enhancing Distribution System Resilience: A First-Order Meta-RL algorithm for Critical Load Restoration.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2024

Democratizing Energy Management with LLM-Assisted Optimization Autoformalism.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2024

Latent Space Correlation-Aware Autoencoder for Anomaly Detection in Skewed Data.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2024

Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Pausing Policy Learning in Non-stationary Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Can We Trust the Performance Evaluation of Uncertainty Estimation Methods in Text Summarization?

[BibT_eX]

[DOI]

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

InternalInspector I²: Robust Confidence Estimation in LLMs through Internal States.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2024, 2024

The Mirrored Influence Hypothesis: Efficient Data Influence Estimation by Harnessing Forward Passes.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Optimization Solution Functions as Deterministic Policies for Offline Reinforcement Learning.

[BibT_eX]

[DOI]

Vanshaj Khattar

Proceedings of the American Control Conference, 2024

Does Online Gradient Descent (and Variants) Still Work with Biased Gradient and Variance?

[BibT_eX]

[DOI]

Ahmad Al-Tawaha

Proceedings of the American Control Conference, 2024

Skin-in-the-Game: Decision Making via Multi-Stakeholder Alignment in LLMs.

[BibT_eX]

[DOI]

Bilgehan Sel

Priya Shanmugasundaram

Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2024

Balance Reward and Safety Optimization for Safe Reinforcement Learning: A Perspective of Gradient Manipulation.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

Dynamic Regret Bounds for Constrained Online Nonconvex Optimization Based on Polyak-Lojasiewicz Regions.

[BibT_eX]

[DOI]

IEEE Trans. Control. Netw. Syst., June, 2023

Certifiably Robust Neural ODE With Learning-Based Barrier Function.

[BibT_eX]

[DOI]

IEEE Control. Syst. Lett., 2023

Improving Intrusion Detection with Domain-Invariant Representation Learning in Latent Space.

[BibT_eX]

[DOI]

CoRR, 2023

Tempo Adaption in Non-stationary Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2023

A Human-on-the-Loop Optimization Autoformalism Approach for Sustainability.

[BibT_eX]

[DOI]

CoRR, 2023

Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models.

[BibT_eX]

[DOI]

CoRR, 2023

LAVA: Data Valuation without Pre-Specified Learning Algorithms.

[BibT_eX]

[DOI]

CoRR, 2023

Meta-Sift: How to Sift Out a Clean Subset in the Presence of Data Poisoning?

[BibT_eX]

[DOI]

Proceedings of the 32nd USENIX Security Symposium, 2023

TUNEOPT: An Evolutionary Reinforcement Learning HVAC Controller For Energy-Comfort Optimization Tuning.

[BibT_eX]

[DOI]

Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023

Tempo Adaptation in Non-stationary Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Learning-to-Learn to Guide Random Search: Derivative-Free Meta Blackbox Optimization on Manifold.

[BibT_eX]

[DOI]

Proceedings of the Learning for Dynamics and Control Conference, 2023

Towards Robustness Certification Against Universal Perturbations.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

A CMDP-within-online framework for Meta-Safe Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

LAVA: Data Valuation without Pre-Specified Learning Algorithms.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Practical Membership Inference Attacks Against Large-Scale Multi-Modal Models: A Pilot Study.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Winning the CityLearn Challenge: Adaptive Optimization with Evolutionary Search under Trajectory-Based Guidance.

[BibT_eX]

[DOI]

Vanshaj Khattar

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

Non-stationary Risk-Sensitive Reinforcement Learning: Near-Optimal Dynamic Regret, Adaptive Detection, and Separation Design.

[BibT_eX]

[DOI]

Yuhao Ding

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

On Solution Functions of Optimization: Universal Approximation and Covering Number Bounds.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Controlling Smart Inverters Using Proxies: A Chance-Constrained DNN-Based Approach.

[BibT_eX]

[DOI]

Sarthak Gupta

Vassilis Kekatos

IEEE Trans. Smart Grid, 2022

Imitation Learning With Stability and Safety Guarantees.

[BibT_eX]

[DOI]

IEEE Control. Syst. Lett., 2022

How to Sift Out a Clean Data Subset in the Presence of Data Poisoning?

[BibT_eX]

[DOI]

CoRR, 2022

Adversarial Unlearning of Backdoors via Implicit Hypergradient.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

Learning Neural Networks under Input-Output Specifications.

[BibT_eX]

[DOI]

Proceedings of the American Control Conference, 2022

Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Boundary Defense Against Cyber Threat for Power System State Estimation.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2021

A Unified Framework for Task-Driven Data Quality Management.

[BibT_eX]

[DOI]

CoRR, 2021

Diminishing Regret for Online Nonconvex Optimization.

[BibT_eX]

[DOI]

Proceedings of the 2021 American Control Conference, 2021

Power up! Robust Graph Convolutional Network via Graph Powering.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Scalable and Robust State Estimation From Abundant But Untrusted Data.

[BibT_eX]

[DOI]

IEEE Trans. Smart Grid, 2020

A survey on conic relaxations of optimal power flow problem.

[BibT_eX]

[DOI]

Eur. J. Oper. Res., 2020

Stability-Certified Reinforcement Learning: A Control-Theoretic Perspective.

[BibT_eX]

[DOI]

IEEE Access, 2020

Deep Learning for Reactive Power Control of Smart Inverters under Communication Constraints.

[BibT_eX]

[DOI]

Sarthak Gupta

Vassilis Kekatos

Proceedings of the 2020 IEEE International Conference on Communications, 2020

2019

Power Grid AC-Based State Estimation: Vulnerability Analysis Against Cyber Attacks.

[BibT_eX]

[DOI]

Karl Henrik Johansson

IEEE Trans. Autom. Control., 2019

Power up! Robust Graph Convolutional Network against Evasion Attacks based on Graph Powering.

[BibT_eX]

[DOI]

CoRR, 2019

Towards Robust and Scalable Power System State Estimation.

[BibT_eX]

[DOI]

Proceedings of the 58th IEEE Conference on Decision and Control, 2019

2018

A Robust Utility Learning Framework via Inverse Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Control. Syst. Technol., 2018

Occupancy Detection via Environmental Sensing.

[BibT_eX]

[DOI]

Nikolaos Bekiaris-Liberis

Kevin Weekly

Alexandre M. Bayen

IEEE Trans Autom. Sci. Eng., 2018

Building-in-Briefcase: A Rapidly-Deployable Environmental Sensor Suite for the Smart Building.

[BibT_eX]

[DOI]

Sensors, 2018

Design Automation for Smart Building Systems.

[BibT_eX]

[DOI]

Alberto L. Sangiovanni-Vincentelli

Proc. IEEE, 2018

Control-Theoretic Analysis of Smoothness for Stability-Certified Reinforcement Learning.

[BibT_eX]

[DOI]

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

2017

Data-efficient Analytics for Optimal Human-Cyber-Physical Systems.

[BibT_eX]

[DOI]

PhD thesis, 2017

WinIPS: WiFi-Based Non-Intrusive Indoor Positioning System With Online Radio Map Construction and Adaptation.

[BibT_eX]

[DOI]

IEEE Trans. Wirel. Commun., 2017

Virtual Occupancy Sensing: Using Smart Meters to Indicate Your Presence.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2017

Inverse Reinforcement Learning via Deep Gaussian Process.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third Conference on Uncertainty in Artificial Intelligence, 2017

Indoor environmental quality monitoring by autonomous mobile sensing.

[BibT_eX]

[DOI]

Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments, 2017

Leveraging correlations in utility learning.

[BibT_eX]

[DOI]

Lillian J. Ratliff

Proceedings of the 2017 American Control Conference, 2017

A semidefinite programming relaxation under false data injection attacks against power grid AC state estimation.

[BibT_eX]

[DOI]

Karl Henrik Johansson

Proceedings of the 55th Annual Allerton Conference on Communication, 2017

2016

MapSentinel: Can the Knowledge of Space Use Improve Indoor Tracking Further?

[BibT_eX]

[DOI]

Sensors, 2016

MetroEye: Smart Tracking Your Metro Trips Underground.

[BibT_eX]

[DOI]

Proceedings of the 13th International Conference on Mobile and Ubiquitous Systems: Computing, 2016

WinIPS: WiFi-based non-intrusive IPS for online radio map construction.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Communications Workshops, 2016

MetroEye: towards fine-grained passenger tracking underground.

[BibT_eX]

[DOI]

Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2016 ACM International Symposium on Wearable Computers, 2016

Inverse modeling of non-cooperative agents via mixture of utilities.

[BibT_eX]

[DOI]

Nikolaos Bekiaris-Liberis

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

2015

Modeling and Estimation of the Humans' Effect on the CO<sub>2</sub> Dynamics Inside a Conference Room.

[BibT_eX]

[DOI]

Kevin Weekly

Alexandre M. Bayen

IEEE Trans. Control. Syst. Technol., 2015

Inverse Reinforcement Learning via Deep Gaussian Process.

[BibT_eX]

[DOI]

CoRR, 2015

Poster Abstract: MapSentinel: Map-Aided Non-intrusive Indoor Tracking in Sensor-Rich Environments.

[BibT_eX]

[DOI]

Proceedings of the 2nd ACM International Conference on Embedded Systems for Energy-Efficient Built Environments, 2015

REST: a reliable estimation of stopping time algorithm for social game experiments.

[BibT_eX]

[DOI]

Lillian J. Ratliff

Shankar Sastry

Proceedings of the ACM/IEEE Sixth International Conference on Cyber-Physical Systems, 2015

BRIEF: Bayesian Regression of Infinite Expert Forecasters for single and multiple time series prediction.

[BibT_eX]

[DOI]

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

Power prediction through energy consumption pattern recognition for smart buildings.

[BibT_eX]

[DOI]

Lin Zhang

Proceedings of the IEEE International Conference on Automation Science and Engineering, 2015

SoundLoc: Accurate room-level indoor localization using acoustic signatures.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Automation Science and Engineering, 2015

2014

Building-in-Briefcase (BiB).

[BibT_eX]

[DOI]

CoRR, 2014

Social Game for Building Energy Efficiency: Utility Learning, Simulation, and Analysis.

[BibT_eX]

[DOI]

CoRR, 2014

SoundLoc: Acoustic Method for Indoor Localization without Infrastructure.

[BibT_eX]

[DOI]

CoRR, 2014

PresenceSense: zero-training algorithm for individual presence detection based on power monitoring.

[BibT_eX]

[DOI]

Zhaoyi Kang

Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings, 2014

Modeling of end-use energy profile: An appliance-data-driven stochastic approach.

[BibT_eX]

[DOI]

Zhaoyi Kang

Proceedings of the IECON 2014 - 40th Annual Conference of the IEEE Industrial Electronics Society, Dallas, TX, USA, October 29, 2014

Environmental sensing by wearable device for indoor activity and location estimation.

[BibT_eX]

[DOI]

Proceedings of the IECON 2014 - 40th Annual Conference of the IEEE Industrial Electronics Society, Dallas, TX, USA, October 29, 2014

Social game for building energy efficiency: Incentive design.

[BibT_eX]

[DOI]

Lillian J. Ratliff