Search Results - "Fisac, Jaime Fernandez"
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FaSTrack:A Modular Framework for Real-Time Motion Planning and Guaranteed Safe Tracking
Published in IEEE transactions on automatic control (01-12-2021)“…Real-time, guaranteed safe trajectory planning is vital for navigation in unknown environments. However, real-time navigation algorithms typically sacrifice…”
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Journal Article -
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Game-theoretic Safety Assurance for Human-centered Robotic Systems
Published 01-01-2019“…In order for autonomous systems like robots, drones, and self-driving cars to be reliably introduced into our society, they must have the ability to actively…”
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Dissertation -
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Introspective Planning: Aligning Robots' Uncertainty with Inherent Task Ambiguity
Published 09-02-2024“…Large language models (LLMs) exhibit advanced reasoning skills, enabling robots to comprehend natural language instructions and strategically plan high-level…”
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MAGICS: Adversarial RL with Minimax Actors Guided by Implicit Critic Stackelberg for Convergent Neural Synthesis of Robot Safety
Published 20-09-2024“…While robust optimal control theory provides a rigorous framework to compute robot control policies that are provably safe, it struggles to scale to…”
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Differentiable Cutting-plane Layers for Mixed-integer Linear Optimization
Published 06-11-2023“…We consider the problem of solving a family of parametric mixed-integer linear optimization problems where some entries in the input data change. We introduce…”
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The Safety Filter: A Unified View of Safety-Critical Control in Autonomous Systems
Published 11-09-2023“…Recent years have seen significant progress in the realm of robot autonomy, accompanied by the expanding reach of robotic technologies. However, the emergence…”
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Journal Article -
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Learning Rationality in Potential Games
Published 20-03-2023“…We propose a stochastic first-order algorithm to learn the rationality parameters of simultaneous and non-cooperative potential games, i.e., the parameters of…”
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ISAACS: Iterative Soft Adversarial Actor-Critic for Safety
Published 06-12-2022“…The deployment of robots in uncontrolled environments requires them to operate robustly under previously unseen scenarios, like irregular terrain and wind…”
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Journal Article -
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Think Deep and Fast: Learning Neural Nonlinear Opinion Dynamics from Inverse Dynamic Games for Split-Second Interactions
Published 14-06-2024“…Non-cooperative interactions commonly occur in multi-agent scenarios such as car racing, where an ego vehicle can choose to overtake the rival, or stay behind…”
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Versatile Scene-Consistent Traffic Scenario Generation as Optimization with Diffusion
Published 03-04-2024“…Generating realistic and controllable agent behaviors in traffic simulation is crucial for the development of autonomous vehicles. This problem is often…”
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Journal Article -
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Emergent Coordination through Game-Induced Nonlinear Opinion Dynamics
Published 05-04-2023“…We present a multi-agent decision-making framework for the emergent coordination of autonomous agents whose intents are initially undecided. Dynamic…”
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Journal Article -
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Blending Data-Driven Priors in Dynamic Games
Published 21-02-2024“…As intelligent robots like autonomous vehicles become increasingly deployed in the presence of people, the extent to which these systems should leverage…”
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Journal Article