Topcu, Ufuk
- Safe Reinforcement Learning via Shielding
2017/08/29 by Alshiekh, Mohammed, Bloem, Roderick, Ehlers, Ruediger +3 · 48 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG)
- Probably Approximately Correct MDP Learning and Control With Temporal Logic Constraints
2014/04/28 by Jie Fu, Fu, Jie, Ufuk Topcu +1 · 7 citations
Computer Science · #93E35 #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #FOS: Electrical engineering #Formal Methods in Verification #G.3 #I.2.8 #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG) #Machine Learning and Algorithms #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Safe Multi-Agent Reinforcement Learning via Shielding
2021/01/27 by Ingy Elsayed-Aly, Suda Bharadwaj, Elsayed-Aly, Ingy +9 · 7 citations
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Formal Methods in Verification #I.2.4 #I.2.6 #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Self-Supervised Online Reward Shaping in Sparse-Reward Environments
2021/03/08 by F. Memarian, Wonjoon Goo, Memarian, Farzan +7 · 6 citations
Computer Science · #Data Stream Mining Techniques #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Safe Reinforcement Learning via Shielding under Partial Observability
2022/04/02 by Steven A. Carr, Nils Jansen, Carr, Steven +5 · 7 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Reinforcement Learning in Robotics
- Compositional Learning of Dynamical System Models Using Port-Hamiltonian Neural Networks
2022/12/01 by Cyrus Neary, Ufuk Topcu, Neary, Cyrus +1 · 6 citations
Physics and Astronomy · Computer Science · Engineering · #Model Reduction and Neural Networks #Neural Networks and Applications #Control and Stability of Dynamical Systems
- Joint Inference of Reward Machines and Policies for Reinforcement Learning
2019/09/12 by Zhe Xu, Xu, Zhe, Ivan Gavran +11 · 5 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning and Algorithms #Receptor Mechanisms and Signaling #Reinforcement Learning in Robotics
- Proportional-Integral Projected Gradient Method for Conic Optimization
2021/08/23 by Yue Yu, Purnanand Elango, Yu, Yue +5 · 5 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Variational Analysis #Sparse and Compressive Sensing Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
- Verifiable and Compositional Reinforcement Learning Systems
2021/06/07 by Neary, Cyrus, Verginis, Christos, Cubuktepe, Murat +1 · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Class-Aware Adversarial Transformers for Medical Image Segmentation
2022/01/26 by You, Chenyu, Zhao, Ruihan, Liu, Fenglin +5 · 4 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
- Zero-Shot Reinforcement Learning via Function Encoders
2024/01/30 by Tyler Ingebrand, Ingebrand, Tyler, Amy Zhang +3 · 2 voices · 5 citations
#cs.LG #cs.AI
- Transfer of Temporal Logic Formulas in Reinforcement Learning
2019/09/10 by Xu, Zhe, Topcu, Ufuk · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Active Finite Reward Automaton Inference and Reinforcement Learning Using Queries and Counterexamples
2020/06/28 by Xu, Zhe, Wu, Bo, Ojha, Aditya +2 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Extrapolated Proportional-Integral Projected Gradient Method for Conic Optimization
2022/03/08 by Yue Yu, Yu, Yue, Purnanand Elango +5 · 4 citations
Engineering · Mathematics · Biochemistry, Genetics and Molecular Biology · #Advanced Control Systems Optimization #Advanced Optimization Algorithms Research #Eicosanoids and Hypertension Pharmacology
- On Controllability and Persistency of Excitation in Data-Driven Control: Extensions of Willems' Fundamental Lemma
2021/02/05 by Yue Yu, Shahriar Talebi, Yu, Yue +9 · 3 citations
Engineering · #Advanced Control Systems Optimization #Control Systems and Identification #FOS: Electrical engineering #Fault Detection and Control Systems #Systems and Control (eess.SY) #electronic engineering #information engineering
- Basis-to-Basis Operator Learning Using Function Encoders
2024/09/30 by Tyler Ingebrand, Ingebrand, Tyler, Adam J. Thorpe +7 · 7 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications
- MM3DGS SLAM: Multi-modal 3D Gaussian Splatting for SLAM Using Vision, Depth, and Inertial Measurements
2024/04/01 by Sun, Lisong C., Bhatt, Neel P., Liu, Jonathan C. +4 · 5 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
- Environment-Independent Task Specifications via GLTL
2017/04/14 by Littman, Michael L., Topcu, Ufuk, Fu, Jie +3 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- A Randomized Greedy Algorithm for Near-Optimal Sensor Scheduling in Large-Scale Sensor Networks
2017/09/26 by Hashemi, Abolfazl, Ghasemi, Mahsa, Vikalo, Haris +1 · 2 citations
#FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
- Safety-Constrained Reinforcement Learning for MDPs
2015/10/20 by Junges, Sebastian, Jansen, Nils, Dehnert, Christian +2 · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Software Engineering (cs.SE) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Robust Finite-State Controllers for Uncertain POMDPs
2020/09/24 by Cubuktepe, Murat, Jansen, Nils, Junges, Sebastian +3 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Scenario-Based Verification of Uncertain MDPs
2019/12/24 by Murat Cubuktepe, Nils Jansen, Cubuktepe, Murat +7 · 2 citations
Computer Science · #FOS: Computer and information sciences #FOS: Mathematics #Formal Methods in Verification #Logic in Computer Science (cs.LO) #Optimization and Control (math.OC)
- Know Where You're Uncertain When Planning with Multimodal Foundation Models: A Formal Framework
2024/11/03 by Neel P. Bhatt, Bhatt, Neel P., Yunhao Yang +9 · 9 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Agent Systems and Negotiation #Robotics (cs.RO) #Semantic Web and Ontologies #Speech and dialogue systems
- Assured Autonomy: Path Toward Living With Autonomous Systems We Can Trust
2020/10/27 by Ufuk Topcu, Nadya Bliss, Topcu, Ufuk +11 · 2 citations
Economics, Econometrics and Finance · Social Sciences · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Insurance and Financial Risk Management #Multiagent Systems (cs.MA)
- Active Inverse Learning in Stackelberg Trajectory Games
2023/08/15 by Yue Yu, Ward, William, Yu, Yue +8 · 3 citations
Physics and Astronomy · Computer Science · #Statistical Mechanics and Entropy #Gaussian Processes and Bayesian Inference
- How to Learn and Generalize From Three Minutes of Data: Physics-Constrained and Uncertainty-Aware Neural Stochastic Differential Equations
2023/06/10 by Franck Djeumou, Cyrus Neary, Djeumou, Franck +3 · 3 citations
Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Adversarial Robustness in Machine Learning #Gaussian Processes and Bayesian Inference
- Reactive Task and Motion Planning for Robust Whole-Body Dynamic Locomotion in Constrained Environments
2018/11/11 by Zhao, Ye, Li, Yinan, Sentis, Luis +2 · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Formal Languages and Automata Theory (cs.FL) #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- No-Regret Learning in Dynamic Stackelberg Games
2022/02/10 by Niklas Lauffer, Mahsa Ghasemi, Lauffer, Niklas +7 · 2 citations
Engineering · Computer Science · Decision Sciences · #Infrastructure Resilience and Vulnerability Analysis #Age of Information Optimization #Game Theory and Applications
- Safely: Safe Stochastic Motion Planning Under Constrained Sensing via Duality
2022/03/05 by Michael Hibbard, Abraham P. Vinod, Hibbard, Michael +5 · 2 citations
Computer Science · #FOS: Computer and information sciences #FOS: Electrical engineering #Formal Methods in Verification #Reinforcement Learning in Robotics #Robotic Path Planning Algorithms #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Using Large Language Models to Automate and Expedite Reinforcement Learning with Reward Machine
2024/02/11 by Shayan Meshkat Alsadat, Jean-Raphaël Gaglione, Alsadat, Shayan Meshkat +7 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- From Agile Ground to Aerial Navigation: Learning from Learned Hallucination
2021/08/22 by Zizhao Wang, Wang, Zizhao, Xuesu Xiao +13 · 2 citations
Computer Science · #Artificial Intelligence in Games #FOS: Computer and information sciences #Reinforcement Learning in Robotics #Robotic Path Planning Algorithms #Robotics (cs.RO)
- Fine-Tuning Language Models Using Formal Methods Feedback
2023/10/27 by Yunhao Yang, Neel P. Bhatt, Yang, Yunhao +9 · 4 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Machine Learning and Algorithms
- Generalization Bounds for Sparse Random Feature Expansions
2021/03/04 by Abolfazl Hashemi, Hashemi, Abolfazl, Hayden Schaeffer +9 · 2 citations
Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Probability (math.PR) #Sparse and Compressive Sensing Techniques
- Convex Optimal Uncertainty Quantification
2013/11/27 by Shuo Han, Molei Tao, Han, Shuo +7 · 1 citation
Computer Science · Decision Sciences · #Advanced Multi-Objective Optimization Algorithms #FOS: Mathematics #Optimization and Control (math.OC) #Probabilistic and Robust Engineering Design #Risk and Portfolio Optimization
- Automata Theory Meets Barrier Certificates: Temporal Logic Verification\n of Nonlinear Systems
2014/03/14 by Tichakorn Wongpiromsarn, Ufuk Topcu, Wongpiromsarn, Tichakorn +3 · 1 citation
Computer Science · #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Formal Methods in Verification #Logic in Computer Science (cs.LO) #Logic, Reasoning, and Knowledge #Logic, programming, and type systems #Software Testing and Debugging Techniques
- Noise-Aware and Equitable Urban Air Traffic Management: An Optimization Approach
2024/01/01 by Gao, Zhenyu, Yu, Yue, Wei, Qinshuang +2 · 3 citations
#FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
- Learning Interpretable Temporal Properties from Positive Examples Only
2022/09/06 by Roy, Rajarshi, Gaglione, Jean-Raphaël, Baharisangari, Nasim +3 · 2 citations
#Artificial Intelligence (cs.AI) #F.4.1 #FOS: Computer and information sciences #I.2.6 #Logic in Computer Science (cs.LO)
- An Automaton Learning Approach to Solving Safety Games over Infinite Graphs
2016/01/07 by Neider, Daniel, Topcu, Ufuk · 1 citation
#05C57 #F.1.1 #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #I.2.6 #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG)
- Correct-by-synthesis reinforcement learning with temporal logic constraints
2015/03/05 by Min Wen, Wen, Min, Ehlers, Ruediger +2 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Electrical engineering #Formal Methods in Verification #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG) #Receptor Mechanisms and Signaling #Systems and Control (eess.SY) #electronic engineering #information engineering
- An Encoder-Decoder Based Approach for Anomaly Detection with Application\n in Additive Manufacturing
2019/07/26 by Baihong Jin, Yingshui Tan, Jin, Baihong +12 · 3 citations
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Industrial Vision Systems and Defect Detection #Fault Detection and Control Systems
- Risk-aware Urban Air Mobility Network Design with Overflow Redundancy
2023/06/08 by Qinshuang Wei, Wei, Qinshuang, Zhenyu Gao +5 · 2 citations
Engineering · Economics, Econometrics and Finance · #Air Traffic Management and Optimization #Aviation Industry Analysis and Trends #Vehicle Routing Optimization Methods
- Randomized Greedy Sensor Selection: Leveraging Weak Submodularity
2018/07/19 by Hashemi, Abolfazl, Ghasemi, Mahsa, Vikalo, Haris +1 · 1 citation
#FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
- Autonomous Drifting with 3 Minutes of Data via Learned Tire Models
2023/06/10 by Franck Djeumou, Jonathan Y. M. Goh, Djeumou, Franck +5 · 2 citations
Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Mechanical Engineering and Vibrations Research #Real-time simulation and control systems #Systems and Control (eess.SY) #Vehicle Dynamics and Control Systems #electronic engineering #information engineering
- Algorithms for Fairness in Sequential Decision Making
2019/01/24 by Wen, Min, Bastani, Osbert, Topcu, Ufuk · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Graph Temporal Logic Inference for Classification and Identification
2019/03/22 by Zhe Xu, Alexander Nettekoven, Xu, Zhe +5 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Advanced Database Systems and Queries #FOS: Computer and information sciences #Gene Regulatory Network Analysis #Logic in Computer Science (cs.LO) #Slime Mold and Myxomycetes Research
- Minimizing the Information Leakage Regarding High-Level Task Specifications
2019/11/22 by Hibbard, Michael, Savas, Yagis, Xu, Zhe +1 · 1 citation
#FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Online Synthesis for Runtime Enforcement of Safety in Multi-Agent Systems
2019/10/23 by Raju, Dhananjay, Bharadwaj, Suda, Topcu, Ufuk · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Multiagent Systems (cs.MA) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Verifiable Reinforcement Learning Systems via Compositionality
2023/09/09 by Cyrus Neary, Neary, Cyrus, Aryaman Singh Samyal +7 · 2 citations
Computer Science · #Reinforcement Learning in Robotics #Adversarial Robustness in Machine Learning
- Privacy-Preserving Policy Synthesis in Markov Decision Processes
2020/04/16 by Gohari, Parham, Hale, Matthew, Topcu, Ufuk · 1 citation
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
- Qualitative Controller Synthesis for Consumption Markov Decision Processes
2020/05/14 by Blahoudek, František, Brázdil, Tomáš, Novotný, Petr +3 · 1 citation
#FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Logic in Computer Science (cs.LO)
- Minimum-Violation Planning for Autonomous Systems: Theoretical and\n Practical Considerations
2020/09/24 by Tichakorn Wongpiromsarn, Wongpiromsarn, Tichakorn, Konstantin Slutsky +5 · 1 citation
Computer Science · #Advanced Database Systems and Queries #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Formal Methods in Verification #Robotics (cs.RO)
- On Minimizing Total Discounted Cost in MDPs Subject to Reachability Constraints
2021/03/16 by Yagiz Savas, Savas, Yagiz, Christos K. Verginis +5 · 1 citation
Computer Science · #FOS: Mathematics #Formal Methods in Verification #Optimization and Control (math.OC)
- Efficient Strategy Synthesis for MDPs with Resource Constraints
2021/05/05 by František Blahoudek, Blahoudek, František, Petr Novotný +7 · 1 citation
Computer Science · Decision Sciences · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #Complex Systems and Decision Making #FOS: Computer and information sciences #FOS: Electrical engineering #Simulation Techniques and Applications #Systems and Control (eess.SY) #electronic engineering #information engineering
- Entropy Maximization for Partially Observable Markov Decision Processes
2021/05/16 by Savas, Yagiz, Hibbard, Michael, Wu, Bo +2 · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)
- Robust Training in High Dimensions via Block Coordinate Geometric Median Descent
2021/06/16 by Anish Acharya, Abolfazl Hashemi, Acharya, Anish +9 · 1 citation
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
- Deceptive Decision-Making Under Uncertainty
2021/09/14 by Savas, Yagiz, Verginis, Christos K., Topcu, Ufuk · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Function Encoders: A Principled Approach to Transfer Learning in Hilbert Spaces
2025/01/30 by Tyler Ingebrand, Adam J. Thorpe, Ingebrand, Tyler +3 · 6 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications
- Categorical semantics of compositional reinforcement learning
2022/08/29 by Bakirtzis, Georgios, Savvas, Michail, Topcu, Ufuk · 1 citation
#Artificial Intelligence (cs.AI) #Category Theory (math.CT) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Logic in Computer Science (cs.LO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Planning Not to Talk: Multiagent Systems that are Robust to Communication Loss
2022/01/17 by Karabag, Mustafa O., Neary, Cyrus, Topcu, Ufuk · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multiagent Systems (cs.MA)
- Joint Learning of Reward Machines and Policies in Environments with Partially Known Semantics
2022/04/20 by Christos K. Verginis, Verginis, Christos, Cevahir Köprülü +5 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Receptor Mechanisms and Signaling #Reinforcement Learning in Robotics #Systems and Control (eess.SY) #electronic engineering #information engineering
- Dynamic Certification for Autonomous Systems
2022/03/21 by Georgios Bakirtzis, Bakirtzis, Georgios, Steven A. Carr +5 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #Formal Methods in Verification #Logic in Computer Science (cs.LO) #Multiagent Systems (cs.MA) #Robotics (cs.RO) #Safety Systems Engineering in Autonomy #Systems and Control (eess.SY) #electronic engineering #information engineering
- Control-Oriented Learning on the Fly
2017/09/14 by Ornik, Melkior, Israel, Arie, Topcu, Ufuk · 1 citation
#93C41 #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #I.2.6 #I.2.8 #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Inverse Matrix Games with Unique Quantal Response Equilibrium
2022/07/17 by Yue Yu, Jonathan Salfity, Yu, Yue +5 · 1 citation
Computer Science · Economics, Econometrics and Finance · Mathematics · #Advanced Optimization Algorithms Research #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Game Theory and Voting Systems #Optimization and Variational Analysis
- On the Sample Complexity of Vanilla Model-Based Offline Reinforcement Learning with Dependent Samples
2023/03/07 by Mustafa O. Karabag, Ufuk Topcu, Karabag, Mustafa O. +1 · 1 citation
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Age of Information Optimization #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Scalable Networked Feature Selection with Randomized Algorithm for Robot Navigation
2024/03/18 by Pandey, Vivek, Amini, Arash, Liu, Guangyi +4 · 2 citations
#FOS: Computer and information sciences #Robotics (cs.RO)
- Real-Time Quadrotor Trajectory Optimization with Time-Triggered Corridor Constraints
2022/08/15 by Yu, Yue, Nagpal, Kartik, Mceowen, Skye +2 · 2 citations
#FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Dynamic Routing in Stochastic Urban Air Mobility Networks: A Markov Decision Process Approach
2023/05/11 by Qinshuang Wei, Yue Yu, Wei, Qinshuang +3 · 1 citation
Engineering · Economics, Econometrics and Finance · #Air Traffic Management and Optimization #Aviation Industry Analysis and Trends #Transportation and Mobility Innovations
- Efficient Sensitivity Analysis for Parametric Robust Markov Chains
2023/05/01 by Badings, Thom, Junges, Sebastian, Marandi, Ahmadreza +2 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Zero-Shot Transfer of Neural ODEs
2024/05/14 by Tyler Ingebrand, Ingebrand, Tyler, Adam J. Thorpe +3 · 4 citations
Physics and Astronomy · #Advanced Optical Sensing Technologies #FOS: Computer and information sciences #Robotics (cs.RO)
- On The Planning Abilities of OpenAI's o1 Models: Feasibility, Optimality, and Generalizability
2024/09/30 by Kevin Wang, Junbo Li, Wang, Kevin +11 · 2 citations
Computer Science · #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO) #Semantic Web and Ontologies
- Uncertainty-Guided Enhancement on Driving Perception System via Foundation Models
2024/10/02 by Yang, Yunhao, Hu, Yuxin, Ye, Mao +5 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Joint Verification and Refinement of Language Models for Safety-Constrained Planning
2024/10/18 by Yang, Yunhao, Bhatt, Neel P., Ward, William +3 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Robotics (cs.RO)
- Specification-Driven Video Search via Foundation Models and Formal Verification
2023/09/18 by Yunhao Yang, Jean-Raphaël Gaglione, Yang, Yunhao +5 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Human Pose and Action Recognition #Multimodal Machine Learning Applications
- Coordination in Noncooperative Multiplayer Matrix Games via Reduced Rank Correlated Equilibria
2024/03/15 by Im, Jaehan, Yu, Yue, Fridovich-Keil, David +1 · 3 citations
#Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Electrical engineering #Multiagent Systems (cs.MA) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Alpha-Fair Routing in Urban Air Mobility with Risk-Aware Constraints
2023/09/29 by Yu, Yue, Gao, Zhenyu, Li, Sarah H. Q. +3 · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)
- Deception in Optimal Control
2018/05/08 by Ornik, Melkior, Topcu, Ufuk · 1 citation
#49N90 #93C25 #93C41 #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #I.2.8 #I.2.9 #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Prebunking Design as a Defense Mechanism Against Misinformation Propagation on Social Networks
2023/11/23 by Yigit Ege Bayiz, Ufuk Topcu, Bayiz, Yigit Ege +1 · 1 citation
Computer Science · Social Sciences · #FOS: Computer and information sciences #FOS: Electrical engineering #Misinformation and Its Impacts #Social Media and Politics #Social and Information Networks (cs.SI) #Spam and Phishing Detection #Systems and Control (eess.SY) #electronic engineering #information engineering
- Deceptive Sequential Decision-Making via Regularized Policy Optimization
2025/01/30 by Kim, Yerin, Benvenuti, Alexander, Chen, Bo +5 · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Online Foundation Model Selection in Robotics
2024/02/13 by Po-han Li, Oyku Selin Toprak, Li, Po-han +7 · 1 citation
Engineering · Computer Science · #Advanced Control Systems Optimization #Fuzzy Logic and Control Systems #Fault Detection and Control Systems
- Online Active Perception for Partially Observable Markov Decision Processes with Limited Budget
2019/10/04 by Ghasemi, Mahsa, Topcu, Ufuk · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
- Learning and Planning for Time-Varying MDPs Using Maximum Likelihood\n Estimation
2019/11/29 by Melkior Ornik, Ornik, Melkior, Ufuk Topcu +1 · 1 citation
Computer Science · Engineering · #Advanced Control Systems Optimization #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Reinforcement Learning in Robotics #Systems and Control (eess.SY) #electronic engineering #information engineering
- Human-Agent Coordination in Games under Incomplete Information via Multi-Step Intent
2024/10/23 by Shenghui Chen, Chen, Shenghui, Ruihan Zhao +5 · 1 citation
Computer Science · #Reinforcement Learning in Robotics #Rough Sets and Fuzzy Logic #Advanced Decision-Making Techniques
- Automaton-Based Representations of Task Knowledge from Generative Language Models
2022/12/04 by Yunhao Yang, Jean-Raphaël Gaglione, Yang, Yunhao +3 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- When Should a Leader Act Suboptimally? The Role of Inferability in Repeated Stackelberg Games
2023/09/30 by Karabag, Mustafa O., Smith, Sophia, Mehr, Negar +2 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences
- Differential Privacy in Cooperative Multiagent Planning
2023/01/20 by Bo Chen, Calvin Hawkins, Chen, Bo +9 · 1 citation
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Multiagent Systems (cs.MA) #Privacy-Preserving Technologies in Data #Reinforcement Learning in Robotics
- Adaptive planning for risk-aware predictive digital twins
2024/07/30 by Tezzele, Marco, Carr, Steven, Topcu, Ufuk +1 · 1 citation
#FOS: Mathematics #Numerical Analysis (math.NA)
- Reinforcement Learning with Temporal-Logic-Based Causal Diagrams
2023/06/23 by Yash Paliwal, Rajarshi Roy, Paliwal, Yash +13 · 1 citation
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Formal Methods in Verification #Optimization and Search Problems
- Simulator-Driven Deceptive Control via Path Integral Approach
2023/08/27 by Patil, Apurva, Karabag, Mustafa O., Tanaka, Takashi +1 · 1 citation
#FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
- Do LLMs Strategically Reveal, Conceal, and Infer Information? A Theoretical and Empirical Analysis in The Chameleon Game
2025/01/31 by Karabag, Mustafa O., Sobotka, Jan, Topcu, Ufuk · 1 citation
#Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Physical-Layer Security via Distributed Beamforming in the Presence of\n Adversaries with Unknown Locations
2021/02/28 by Yagiz Savas, Savas, Yagiz, Abolfazl Hashemi +7 · 1 citation
Computer Science · Engineering · #FOS: Electrical engineering #Privacy-Preserving Technologies in Data #Security in Wireless Sensor Networks #Signal Processing (eess.SP) #Wireless Communication Security Techniques #electronic engineering #information engineering
- Neural Port-Hamiltonian Differential Algebraic Equations for Compositional Learning of Electrical Networks
2024/12/15 by Cyrus Neary, Neary, Cyrus, Nathan Tsao +3 · 1 citation
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Control and Stability of Dynamical Systems #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Neural Networks and Applications #Systems and Control (eess.SY) #electronic engineering #information engineering
- Deceptive Planning for Resource Allocation
2022/06/02 by Yagiz Savas, Chen, Shenghui, Mustafa O. Karabag +6 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Reinforcement Learning in Robotics #Distributed Control Multi-Agent Systems
- Robust Policy Synthesis for Uncertain POMDPs via Convex Optimization
2020/01/22 by Suilen, Marnix, Jansen, Nils, Cubuktepe, Murat +1 · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)