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Gombolay, Matthew

  1. Learning from Suboptimal Demonstration via Self-Supervised Reward Regression
    2020/10/17 by Letian Chen, Chen, Letian, Rohan Paleja +3 · 10 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #Reinforcement Learning in Robotics #Robotics (cs.RO)
  2. CrossLoco: Human Motion Driven Control of Legged Robots via Guided Unsupervised Reinforcement Learning
    2023/09/29 by Tianyu Li, Li, Tianyu, Hyunyoung Jung +7 · 5 citations
    Computer Science · Engineering · #FOS: Computer and information sciences #Human Pose and Action Recognition #Multimodal Machine Learning Applications #Robot Manipulation and Learning #Robotics (cs.RO)
  3. Generating CAD Code with Vision-Language Models for 3D Designs
    2024/10/07 by Kamel Alrashedy, Pradyumna Tambwekar, Alrashedy, Kamel +9 · 7 citations
    Earth and Planetary Sciences · Engineering · #3D Surveying and Cultural Heritage #FOS: Computer and information sciences #Machine Learning (cs.LG) #Manufacturing Process and Optimization
  4. Athletic Mobile Manipulator System for Robotic Wheelchair Tennis
    2022/10/05 by Zulfiqar Zaidi, Daniel Martín, Zaidi, Zulfiqar +43 · 3 citations
    Computer Science · Medicine · #Gaze Tracking and Assistive Technology #Spinal Cord Injury Research #Stroke Rehabilitation and Recovery
  5. Learning Diverse Robot Striking Motions with Diffusion Models and Kinematically Constrained Gradient Guidance
    2024/09/23 by Kin Man Lee, Sean Ye, Lee, Kin Man +13 · 5 citations
    Engineering · Physics and Astronomy · #Robot Manipulation and Learning #Robotic Mechanisms and Dynamics #Model Reduction and Neural Networks
  6. Towards the design of user-centric strategy recommendation systems for collaborative Human-AI tasks
    2023/01/17 by Dodeja, Lakshita, Tambwekar, Pradyumna, Hedlund-Botti, Erin +1 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Information Retrieval (cs.IR)
  7. Can LLMs Patch Security Issues?
    2023/11/13 by Alrashedy, Kamel, Aljasser, Abdullah, Tambwekar, Pradyumna +1 · 3 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  8. Multi-UAV Planning for Cooperative Wildfire Coverage and Tracking with Quality-of-Service Guarantees
    2022/06/21 by Seraj, Esmaeil, Silva, Andrew, Gombolay, Matthew · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
  9. The Utility of Explainable AI in Ad Hoc Human-Machine Teaming
    2022/09/08 by Rohan Paleja, Muyleng Ghuy, Paleja, Rohan +7 · 2 citations
    Psychology · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human-Automation Interaction and Safety #Human-Computer Interaction (cs.HC)
  10. Coordinated Control of UAVs for Human-Centered Active Sensing of Wildfires
    2020/06/14 by Esmaeil Seraj, Seraj, Esmaeil, Matthew Gombolay +1 · 1 citation
    Engineering · #Aerospace and Aviation Technology #Evacuation and Crowd Dynamics #FOS: Computer and information sciences #FOS: Electrical engineering #Fire Detection and Safety Systems #Multiagent Systems (cs.MA) #Robotics (cs.RO) #Signal Processing (eess.SP) #Systems and Control (eess.SY) #electronic engineering #information engineering
  11. Efficient Trajectory Forecasting and Generation with Conditional Flow Matching
    2024/03/16 by Ye, Sean, Gombolay, Matthew · 2 citations
    #FOS: Computer and information sciences #Robotics (cs.RO)
  12. Cross-Loss Influence Functions to Explain Deep Network Representations
    2020/12/03 by Andrew Silva, Rohit Chopra, Silva, Andrew +3 · 1 citation
    Computer Science · #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
  13. Heterogeneous Graph Attention Networks for Learning Diverse\n Communication
    2021/08/21 by Esmaeil Seraj, Zheyuan Wang, Seraj, Esmaeil +9 · 1 citation
    Computer Science · #Advanced Graph Neural Networks #Privacy-Preserving Technologies in Data #IoT and Edge/Fog Computing
  14. Learning to Follow Language Instructions with Compositional Policies
    2021/10/09 by Cohen, Vanya, Tasse, Geraud Nangue, Gopalan, Nakul +3 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. Safe Inverse Reinforcement Learning via Control Barrier Function
    2022/12/06 by Yue Yang, Letian Chen, Yang, Yue +3 · 1 citation
    Computer Science · #Reinforcement Learning in Robotics #Age of Information Optimization #Adversarial Robustness in Machine Learning
  16. Safe Coordination of Human-Robot Firefighting Teams
    2019/03/16 by Esmaeil Seraj, Seraj, Esmaeil, Andrew Silva +3 · 2 citations
    Psychology · Computer Science · Engineering · #Human-Automation Interaction and Safety #Robotic Path Planning Algorithms #Autonomous Vehicle Technology and Safety
  17. Utilizing Human Feedback for Primitive Optimization in Wheelchair Tennis
    2022/12/29 by Krishna, Arjun, Zaidi, Zulfiqar, Chen, Letian +3 · 1 citation
    #FOS: Computer and information sciences #Robotics (cs.RO)
  18. A Computational Interface to Translate Strategic Intent from Unstructured Language in a Low-Data Setting
    2022/08/17 by Pradyumna Tambwekar, Lakshita Dodeja, Tambwekar, Pradyumna +6 · 1 citation
    Computer Science · #Explainable Artificial Intelligence (XAI) #Topic Modeling #Adversarial Robustness in Machine Learning
  19. Learning Dynamics of a Ball with Differentiable Factor Graph and Roto-Translational Invariant Representations
    2024/09/24 by Qingyu Xiao, Zixuan Wu, Xiao, Qingyu +3 · 1 citation
    Agricultural and Biological Sciences · Computer Science · Engineering · #Advanced Data Processing Techniques #Advanced Scientific Research Methods #FOS: Computer and information sciences #Robotics (cs.RO) #Statistical and Computational Modeling
  20. Learning Wheelchair Tennis Navigation from Broadcast Videos with Domain Knowledge Transfer and Diffusion Motion Planning
    2024/09/29 by Zixuan Wu, Wu, Zixuan, Zulfiqar Zaidi +6 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Robotics (cs.RO) #Video Analysis and Summarization
  21. ELEMENTAL: Interactive Learning from Demonstrations and Vision-Language Models for Reward Design in Robotics
    2024/11/27 by Letian Chen, Chen, Letian, Moorman, Nina +1 · 1 citation
    Engineering · #Manufacturing Process and Optimization #Robot Manipulation and Learning