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Franck Djeumou
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2020 – today
- 2024
- [c12]Adam J. Thorpe, Cyrus Neary, Franck Djeumou, Meeko M. K. Oishi, Ufuk Topcu:
Physics-Informed Kernel Embeddings: Integrating Prior System Knowledge with Data-Driven Control. ACC 2024: 3130-3137 - [i17]Thomas Lew, Marcus Greiff, Franck Djeumou, Makoto Suminaka, Michael Thompson, John Subosits:
Risk-Averse Model Predictive Control for Racing in Adverse Conditions. CoRR abs/2410.17183 (2024) - [i16]Franck Djeumou, Michael Thompson, Makoto Suminaka, John Subosits:
Reference-Free Formula Drift with Reinforcement Learning: From Driving Data to Tire Energy-Inspired, Real-World Policies. CoRR abs/2410.20990 (2024) - [i15]Alexander Davydov, Franck Djeumou, Marcus Greiff, Makoto Suminaka, Michael Thompson, John Subosits, Thomas Lew:
First, Learn What You Don't Know: Active Information Gathering for Driving at the Limits of Handling. CoRR abs/2411.00107 (2024) - 2023
- [j5]Franck Djeumou, Christian Ellis, Murat Cubuktepe, Craig Lennon, Ufuk Topcu:
Task-guided IRL in POMDPs that scales. Artif. Intell. 317: 103856 (2023) - [j4]Bo Wu, Murat Cubuktepe, Franck Djeumou, Zhe Xu, Ufuk Topcu:
Policy Synthesis for Switched Linear Systems With Markov Decision Process Switching. IEEE Trans. Autom. Control. 68(1): 532-539 (2023) - [j3]Franck Djeumou, Zhe Xu, Murat Cubuktepe, Ufuk Topcu:
Probabilistic Control of Heterogeneous Swarms Subject to Graph Temporal Logic Specifications: A Decentralized and Scalable Approach. IEEE Trans. Autom. Control. 68(4): 2245-2260 (2023) - [j2]Franck Djeumou, Abraham P. Vinod, Eric Goubault, Sylvie Putot, Ufuk Topcu:
On-the-Fly Control of Unknown Systems: From Side Information to Performance Guarantees Through Reachability. IEEE Trans. Autom. Control. 68(8): 4857-4872 (2023) - [c11]Franck Djeumou, Cyrus Neary, Ufuk Topcu:
How to Learn and Generalize From Three Minutes of Data: Physics-Constrained and Uncertainty-Aware Neural Stochastic Differential Equations. CoRL 2023: 577-601 - [c10]Franck Djeumou, Jonathan Y. M. Goh, Ufuk Topcu, Avinash Balachandran:
Autonomous Drifting with 3 Minutes of Data via Learned Tire Models. ICRA 2023: 968-974 - [i14]Franck Djeumou, Christian Ellis, Murat Cubuktepe, Craig Lennon, Ufuk Topcu:
Task-Guided IRL in POMDPs that Scales. CoRR abs/2301.01219 (2023) - [i13]Adam J. Thorpe, Cyrus Neary, Franck Djeumou, Meeko M. K. Oishi, Ufuk Topcu:
Physics-Informed Kernel Embeddings: Integrating Prior System Knowledge with Data-Driven Control. CoRR abs/2301.03565 (2023) - [i12]Franck Djeumou, Jonathan Y. M. Goh, Ufuk Topcu, Avinash Balachandran:
Autonomous Drifting with 3 Minutes of Data via Learned Tire Models. CoRR abs/2306.06330 (2023) - [i11]Franck Djeumou, Cyrus Neary, Ufuk Topcu:
How to Learn and Generalize From Three Minutes of Data: Physics-Constrained and Uncertainty-Aware Neural Stochastic Differential Equations. CoRR abs/2306.06335 (2023) - 2022
- [c9]Franck Djeumou, Murat Cubuktepe, Craig Lennon, Ufuk Topcu:
Task-Guided Inverse Reinforcement Learning under Partial Information. ICAPS 2022: 53-61 - [c8]Parham Gohari, Franck Djeumou, Abraham P. Vinod, Ufuk Topcu:
Blending Controllers via Multi-Objective Bandits. ACC 2022: 88-95 - [c7]Franck Djeumou, Cyrus Neary, Eric Goubault, Sylvie Putot, Ufuk Topcu:
Taylor-Lagrange Neural Ordinary Differential Equations: Toward Fast Training and Evaluation of Neural ODEs. IJCAI 2022: 2923-2929 - [c6]Franck Djeumou, Cyrus Neary, Eric Goubault, Sylvie Putot, Ufuk Topcu:
Neural Networks with Physics-Informed Architectures and Constraints for Dynamical Systems Modeling. L4DC 2022: 263-277 - [c5]Franck Djeumou, Ufuk Topcu:
Learning to Reach, Swim, Walk and Fly in One Trial: Data-Driven Control with Scarce Data and Side Information. L4DC 2022: 453-466 - [i10]Franck Djeumou, Cyrus Neary, Eric Goubault, Sylvie Putot, Ufuk Topcu:
Taylor-Lagrange Neural Ordinary Differential Equations: Toward Fast Training and Evaluation of Neural ODEs. CoRR abs/2201.05715 (2022) - 2021
- [j1]Dhananjay Raju, Sudarshanan Bharadwaj, Franck Djeumou, Ufuk Topcu:
Online Synthesis for Runtime Enforcement of Safety in Multiagent Systems. IEEE Trans. Control. Netw. Syst. 8(2): 621-632 (2021) - [c4]Franck Djeumou, Abraham P. Vinod, Eric Goubault, Sylvie Putot, Ufuk Topcu:
On-The-Fly Control of Unknown Smooth Systems from Limited Data. ACC 2021: 3656-3663 - [c3]Christos K. Verginis, Franck Djeumou, Ufuk Topcu:
Learning-Based, Safety-Constrained Control from Scarce Data via Reciprocal Barriers. CDC 2021: 83-89 - [c2]Franck Djeumou, Aditya Zutshi, Ufuk Topcu:
On-the-fly, data-driven reachability analysis and control of unknown systems: an F-16 aircraft case study. HSCC 2021: 35:1-35:2 - [i9]Christos K. Verginis, Franck Djeumou, Ufuk Topcu:
Safety-Constrained Learning and Control using Scarce Data and Reciprocal Barriers. CoRR abs/2105.06526 (2021) - [i8]Franck Djeumou, Murat Cubuktepe, Craig Lennon, Ufuk Topcu:
Task-Guided Inverse Reinforcement Learning Under Partial Information. CoRR abs/2105.14073 (2021) - [i7]Franck Djeumou, Ufuk Topcu:
Learning to Reach, Swim, Walk and Fly in One Trial: Data-Driven Control with Scarce Data and Side Information. CoRR abs/2106.10533 (2021) - [i6]Franck Djeumou, Zhe Xu, Murat Cubuktepe, Ufuk Topcu:
Probabilistic Control of Heterogeneous Swarms Subject to Graph Temporal Logic Specifications: A Decentralized and Scalable Approach. CoRR abs/2106.15729 (2021) - [i5]Franck Djeumou, Cyrus Neary, Eric Goubault, Sylvie Putot, Ufuk Topcu:
Neural Networks with Physics-Informed Architectures and Constraints for Dynamical Systems Modeling. CoRR abs/2109.06407 (2021) - 2020
- [c1]Franck Djeumou, Zhe Xu, Ufuk Topcu:
Probabilistic Swarm Guidance Subject to Graph Temporal Logic Specifications. Robotics: Science and Systems 2020 - [i4]Bo Wu, Murat Cubuktepe, Franck Djeumou, Zhe Xu, Ufuk Topcu:
Policy Synthesis for Switched Linear Systems with Markov Decision Process Switching. CoRR abs/2001.00835 (2020) - [i3]Parham Gohari, Franck Djeumou, Abraham P. Vinod, Ufuk Topcu:
Blending Controllers via Multi-Objective Bandits. CoRR abs/2007.15755 (2020) - [i2]Franck Djeumou, Abraham P. Vinod, Eric Goubault, Sylvie Putot, Ufuk Topcu:
On-The-Fly Control of Unknown Smooth Systems from Limited Data. CoRR abs/2009.12733 (2020) - [i1]Franck Djeumou, Abraham P. Vinod, Eric Goubault, Sylvie Putot, Ufuk Topcu:
On-The-Fly Control of Unknown Systems: From Side Information to Performance Guarantees through Reachability. CoRR abs/2011.05524 (2020)
Coauthor Index
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