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---
---
@string{aps = {American Physical Society,}}
@inproceedings{dong2025mimic,
bibtex_show={true},
title={MIMIC-D: Multi-modal Imitation for MultI-agent Coordination with Decentralized Diffusion Policies},
author={Dong, Dayi and Bhatt, Maulik and Choi, Seoyeon and Mehr, Negar},
booktitle={2026 IEEE International Conference on Robotics and Automation (ICRA)},
year={2026},
organization={IEEE},
arxiv={2509.14159},
html={https://iconlab.negarmehr.com/MIMIC-D/},
code={https://github.com/labicon/MIMIC-D},
preview={MIMIC-D_preview.png}
}
@article{bhatt2025strategic,
bibtex_show={true},
title={Strategic Decision-Making in Multi-Agent Domains: A Weighted Potential Dynamic Game Approach},
author={Bhatt, Maulik and Jia, Yixuan and Mehr, Negar},
journal={IEEE Transactions on Robotics},
year={2025},
publisher={IEEE},
arxiv={2308.05876}
}
@article{karabag2025should,
title={When Should a Leader Act Suboptimally? The Role of Inferability in Repeated Stackelberg Games},
author={Karabag, Mustafa O and Smith, Sophia and Mehr, Negar and Fridovich-Keil, David and Topcu, Ufuk},
journal={IEEE Transactions on Automatic Control},
year={2025},
publisher={IEEE}
}
@article{chandra2024multi,
title={Multi-Agent Inverse Reinforcement Learning in Real World Unstructured Pedestrian Crowds},
author={Chandra, Rohan and Karnan, Haresh and Mehr, Negar and Stone, Peter and Biswas, Joydeep},
journal={arXiv preprint arXiv:2405.16439},
year={2024}
}
@article{bhatt2024multinash,
title={MultiNash-PF: A Particle Filtering Approach for Computing Multiple Local Generalized Nash Equilibria in Trajectory Games},
author={Bhatt, Maulik and Askari, Iman and Yu, Yue and Topcu, Ufuk and Fang, Huazhen and Mehr, Negar},
journal={arXiv preprint arXiv:2410.05554},
year={2024}
}
@article{bhatt2024understanding,
title={Understanding and Imitating Human-Robot Motion with Restricted Visual Fields},
author={Bhatt, Maulik and Zhen, HongHao and Kennedy III, Monroe and Mehr, Negar},
journal={arXiv preprint arXiv:2410.05547},
year={2024}
}
@inproceedings{nagpal2024llmca,
bibtex_show={true},
title={Leveraging Large Language Models for Effective and Explainable Multi-Agent Credit Assignment},
author={Nagpal, Kartik and Dong, Dayi and Bouvier, Jean-Baptiste and Mehr, Negar},
year={2025},
booktitle={24th International Conference on Autonomous Agents and Multiagent Systems (AAMAS)},
html={https://iconlab.negarmehr.com/LLM-MCA/},
arxiv={2502.16863}
}
@inproceedings{nagpal2024orasp,
bibtex_show={true},
author={Nagpal, Kartik and Mehr, Negar},
booktitle={2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
title={Optimal Robotic Assembly Sequence Planning (ORASP): A Sequential Decision-Making Approach},
year={2024},
pages={9847-9854},
organization={IEEE},
keywords={Robotic assembly;Sequential analysis;Uncertainty;Tracking;Search methods;Decision making;Telescopes;Deep reinforcement learning;Planning;Assembly},
doi={10.1109/IROS58592.2024.10802475},
arxiv={2310.17115},
html={https://doi.org/10.1109/IROS58592.2024.10802475}
}
@inproceedings{bhatt2023efficient,
bibtex_show={true},
title={Efficient constrained multi-agent trajectory optimization using dynamic potential games},
author={Bhatt, Maulik and Jia, Yixuan and Mehr, Negar},
booktitle={2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
pages={7303--7310},
year={2023},
organization={IEEE}
}
@inproceedings{jia2023rapid,
bibtex_show={true},
title={Rapid: Autonomous multi-agent racing using constrained potential dynamic games},
author={Jia, Yixuan and Bhatt, Maulik and Mehr, Negar},
booktitle={2023 European Control Conference (ECC)},
pages={1--8},
year={2023},
organization={IEEE}
}
@article{chiu2024extent,
bibtex_show={true},
title={To what extent do open-loop and feedback Nash equilibria diverge in general-sum linear quadratic dynamic games?},
author={Chiu, Chih-Yuan and Li, Jingqi and Bhatt, Maulik and Mehr, Negar},
journal={IEEE Control Systems Letters},
year={2024},
publisher={IEEE}
}
@inproceedings{Wang2020game,
bibtex_show={true},
title={Game-Theoretic Planning for Risk-Aware Interactive Agents},
author={Wang, Mingyu and Mehr, Negar, and Gaidon, Adrien, and Schwager, Mac},
booktitle={2020 IEEE International Conference on Intelligent Robots and Systems (IROS)},
year={2020},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/9341137?casa_token=oCIrEq_6oOcAAAAA:p3_xMavZI8mxkzdcGqiZz7R9b0gv6kAFMC8yjnRfv4WFnTaP0LhIzEtstdKS1vIolmw0SsYPWQ}
}
@article{mehr2023maximum,
bibtex_show={true},
title={Maximum-entropy multi-agent dynamic games: Forward and inverse solutions},
author={Mehr, Negar and Wang, Mingyu and Bhatt, Maulik and Schwager, Mac},
journal={IEEE Transactions on Robotics},
year={2023},
publisher={IEEE}
}
@inproceedings{kolarich2022stackelberg,
bibtex_show={true},
title={Stackelberg routing of autonomous cars in mixed-autonomy traffic networks},
author={Kolarich, Maxwell, and Mehr, Negar},
year={2022},
booktitle={2022 Annual American Control Conference (ACC)},
organization={IEEE}
}
@article{beliaev2021congestion,
bibtex_show={true},
title={Congestion-aware Multi-model Delivery Systems Utilizing Drones},
author={Beliaev, Mark and Mehr, Negar and Pedarsani, Ramtin},
year={2022},
journal={European Control Conference},
organization={IEEE}
}
@article{rezazadeh2022learning,
title={Learning Contraction Policies from Offline Data},
author={Rezazadeh, Navid and Kolarich, Maxwell and Kia, Solmaz and Mehr, Negar},
journal={IEEE Robotics and Automation Letters},
year={2022},
publisher={IEEE}
}
@INPROCEEDINGS{Kavuncu-RSS-21,
bibtex_show={true},
AUTHOR = {Talha Kavuncu AND Ayberk Yaraneri AND Negar Mehr},
TITLE = {Potential iLQR: A Potential-Minimizing Controller for Planning Multi-Agent Interactive Trajectories},
BOOKTITLE = {Proceedings of Robotics: Science and Systems},
YEAR = {2021},
ADDRESS = {Virtual},
MONTH = {July},
DOI = {10.15607/RSS.2021.XVII.084},
arxiv={2107.04926},
html={http://www.roboticsproceedings.org/rss17/p084.html}
}
@article{mehr2021game,
bibtex_show={true},
title={A game theoretic macroscopic model of lane choices at traffic diverges with applications to mixed--autonomy networks},
author={Mehr, Negar and Li, Ruolin and Horowitz, Roberto},
journal={Transportation Research Part B: Methodological},
volume={144},
pages={45--59},
year={2021},
publisher={Elsevier},
html={https://www.sciencedirect.com/science/article/pii/S0191261520304276?casa_token=HNu-zLwEdMIAAAAA:0WOMwrK1_dYjEkT9BChtl9YSHHjsrLiTceyRFWEA-4xcGM-hH71QUQzWxGpP729yKdyURm8kvLs}
}
@inproceedings{mehr2017stochastic,
bibtex_show={true},
title={Stochastic predictive freeway ramp metering from signal temporal logic specifications},
author={Mehr, Negar and Sadigh, Dorsa and Horowitz, Roberto and Sastry, S Shankar and Seshia, Sanjit A},
booktitle={2017 American Control Conference (ACC)},
pages={4884--4889},
year={2017},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/7963711},
}
@inproceedings{mehr2018game,
bibtex_show={true},
title={A game theoretic model for aggregate bypassing behavior of vehicles at traffic diverges},
author={Mehr, Negar and Li, Ruolin and Horowitz, Roberto},
booktitle={2018 21st International Conference on Intelligent Transportation Systems (ITSC)},
pages={1968--1973},
year={2018},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8569463?casa_token=NB2YTQO4HMcAAAAA:YsAntQLGfQJPCf6Hhp9_mXZdIJ1ZRJrD6fMWpGERyno3hzr8xEntZAT7DCaEsC6vHXD9PNP4gQ}
}
@article{mehr2019will,
bibtex_show={true},
title={How will the presence of autonomous vehicles affect the equilibrium state of traffic networks?},
author={Mehr, Negar and Horowitz, Roberto},
journal={IEEE Transactions on Control of Network Systems},
volume={7},
number={1},
pages={96--105},
year={2019},
publisher={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8721089},
arxiv={1901.05168},
}
@inproceedings{mehr2018can,
bibtex_show={true},
title={Can the presence of autonomous vehicles worsen the equilibrium state of traffic networks?},
author={Mehr, Negar and Horowitz, Roberto},
booktitle={2018 IEEE Conference on Decision and Control (CDC)},
pages={1788--1793},
year={2018},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8618919?casa_token=eA2SxxUaFm0AAAAA:5VTX-UrL1JO0p4nVKg2jvHp2lu9H926Es4_eiD-bwn73CMGJgeWBrG-ClIMT-tuFFwGWMpdNhSk},
}
@inproceedings{li2020impact,
bibtex_show={true},
title={The Impact of Autonomous Vehicles' Headway on the Social Delay of Traffic Networks},
author={Li, Ruolin and Mehr, Negar and Horowitz, Roberto},
booktitle={2020 59th IEEE Conference on Decision and Control (CDC)},
pages={268--273},
year={2020},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/9304393?casa_token=89-Yq99Fo1oAAAAA:AF9BryRmWA2HNc39SJGqpT0FD_4rpgQRLXDVv124J1426DH9_Vy9sx0g0Pa3XCmDxBC3LJm_IQ},
}
@inproceedings{burov2020platoon,
bibtex_show={true},
title={Platoon Formation Algorithm for Minimizing Travel Time},
author={Burov, Mikhail and Mehr, Negar and Smith, Stanley and Kurzhanskiy, Alexander and Arcak, Murat},
booktitle={2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC)},
pages={1--6},
year={2020},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/9294419}
}
@inproceedings{li2019extended,
bibtex_show={true},
title={An Extended Game--Theoretic Model for Aggregate Lane Choice Behavior of Vehicles at Traffic Diverges with a Bifurcating Lane},
author={Li, Ruolin and Mehr, Negar and Horowitz, Roberto},
booktitle={2019 IEEE Intelligent Transportation Systems Conference (ITSC)},
pages={2226--2231},
year={2019},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8916889},
}
@inproceedings{koehler2016stable,
bibtex_show={true},
title={Stable hybrid model predictive control for ramp metering},
author={Koehler, Sarah and Mehr, Negar and Horowitz, Roberto and Borrelli, Francesco},
booktitle={2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC)},
pages={1083--1088},
year={2016},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/7795691/},
}
@inproceedings{mehr2019pricing,
bibtex_show={true},
title={Pricing traffic networks with mixed vehicle autonomy},
author={Mehr, Negar and Horowitz, Roberto},
booktitle={2019 American Control Conference (ACC)},
pages={2676--2682},
year={2019},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8814392/},
arxiv={1904.01226},
}
@inproceedings{mehr2017joint,
bibtex_show={true},
title={Joint perimeter and signal control of urban traffic via network utility maximization},
author={Mehr, Negar and Lioris, Jennie and Horowitz, Roberto and Pedarsani, Ramtin},
booktitle={2017 IEEE 20th International Conference on Intelligent Transportation Systems (ITSC)},
pages={1--6},
year={2017},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8317837/},
}
@inproceedings{mehr2016inferring,
bibtex_show={true},
title={Inferring and assisting with constraints in shared autonomy},
author={Mehr, Negar and Horowitz, Roberto and Dragan, Anca D},
booktitle={2016 IEEE 55th Conference on Decision and Control (CDC)},
pages={6689--6696},
year={2016},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/7799299/},
}
@inproceedings{mehr2016probabilistic,
bibtex_show={true},
title={Probabilistic freeway ramp metering},
author={Mehr, Negar and Horowitz, Roberto},
booktitle={Dynamic Systems and Control Conference},
volume={50701},
pages={V002T31A006},
year={2016},
organization={American Society of Mechanical Engineers},
html={https://asmedigitalcollection.asme.org/DSCC/proceedings-abstract/DSCC2016/50701/V002T31A006/231127},
}
@inproceedings{mehr2018signal,
bibtex_show={true},
title={Signal Control for Urban Traffic Networks with Unknown System Parameters},
author={Mehr, Negar and Lioris, Jennie and Horowitz, Roberto and Pedarsani, Ramtin},
booktitle={2018 21st International Conference on Intelligent Transportation Systems (ITSC)},
pages={2171--2176},
year={2018},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8569240?casa_token=69YOMWyirM0AAAAA:opjduvUbYZRtc-4XxEv6PO30YYPnAFkyWQHcMxBBY2iXLXKeVJ-Plznu2rM4mz_LEz5yqPIsZg}
}
@inproceedings{mehr2018offset,
bibtex_show={true},
title={Offset selection for bandwidth maximization on multiple routes},
author={Mehr, Negar and Sanselme, Marc and Orr, Nitzan and Horowitz, Roberto and Gomes, Gabriel},
booktitle={2018 Annual American Control Conference (ACC)},
pages={6366--6371},
year={2018},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8431660?casa_token=_e4c8F3wx3oAAAAA:tM_wUl6tIYu2E1hwKsIJvcGvJvIg5mjQf0Hj04ji58rrXTT_OKt0V0tHy5Ofea5eBiTB0ymqhQ}
}
@inproceedings{mehr2018submodular,
bibtex_show={true},
title={A submodular approach for optimal sensor placement in traffic networks},
author={Mehr, Negar and Horowitz, Roberto},
booktitle={2018 Annual American Control Conference (ACC)},
pages={6353--6358},
year={2018},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8431678?casa_token=6mRA31RWyM0AAAAA:wKw1_SLdlB68ZcbmVpXzQh0bidEB5sD7UsB7RBKfkT_Yyfzmg-GmwRODlu0f4jIs24V6BSiAEQ}
}
@inproceedings{mehr2017low,
bibtex_show={true},
title={Low-complexity ramp metering for freeway congestion control via network utility maximization},
author={Mehr, Negar and Horowitz, Roberto and Pedarsani, Ramtin},
booktitle={2017 IEEE 56th Annual Conference on Decision and Control (CDC)},
pages={5672--5677},
year={2017},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/8264515?casa_token=ZLaYnmci5f8AAAAA:3IafXyrcu29-nLw72zhSzNEHeTf4Sl5XtYPcH4kA8vE3SdJSdMxqQMigy0xWvj3SC3iDl5kFwA}
}
@inproceedings{shahsavari2016optimal,
bibtex_show={true},
title={Optimal mode-switching and control synthesis for floating offshore wind turbines},
author={Shahsavari, Behrooz and Bagherieh, Omid and Mehr, Negar and Horowitz, Roberto and Tomlin, Claire},
booktitle={2016 American Control Conference (ACC)},
pages={2295--2300},
year={2016},
organization={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/7525260}
}
@article{nishimura2021rat,
bibtex_show={true},
title={Rat ilqr: A risk auto-tuning controller to optimally account for stochastic model mismatch},
author={Nishimura, Haruki and Mehr, Negar and Gaidon, Adrien and Schwager, Mac},
journal={IEEE Robotics and Automation Letters},
volume={6},
number={2},
pages={763--770},
year={2021},
publisher={IEEE},
html={https://ieeexplore.ieee.org/abstract/document/9312440},
}
@article{puthumanaillam2023weathering,
bibtex_show={true},
title={Weathering ongoing uncertainty: learning and planning in a time-varying partially observable environment},
author={Puthumanaillam, Gokul and Liu, Xiangyu and Mehr, Negar and Ornik, Melkior},
journal={arXiv preprint arXiv:2312.03263},
year={2023}
}
@inproceedings{ryu2024integrating,
bibtex_show={true},
title={Integrating Predictive Motion Uncertainties with Distributionally Robust Risk-Aware Control for Safe Robot Navigation in Crowds},
author={Kanghyun Ryu and Negar Mehr},
booktitle={2024 IEEE International Conference on Robotics and Automation (ICRA)},
year={2024},
pages={2410--2417},
organization={IEEE},
arxiv={2403.05081},
preview={DRCC-MPC_hotel.gif}
}
@inproceedings{bouvier2024policed,
bibtex_show={true},
title={POLICEd RL: Learning Closed-Loop Robot Control Policies with Provable Satisfaction of Hard Constraints},
author={Jean-Baptiste Bouvier and Kartik Nagpal and Negar Mehr},
year={2024},
booktitle={Robotics: Science and Systems (RSS)},
arxiv={2403.13297},
html={https://iconlab.negarmehr.com/POLICEd-RL},
code={https://github.com/labicon/POLICEd-RL/},
preview={POLICEd_RL_gif.gif}
}
@inproceedings{clark2024adaptive,
bibtex_show={true},
title={Adaptive Teaching in Heterogeneous Agents: Balancing Surprise in Sparse Reward Scenarios},
author={Emma Clark and Kanghyun Ryu and Negar Mehr},
year={2024},
booktitle={Learning for Dynamics and Control Conference},
arxiv={2405.14199},
}
@inproceedings{bouvier2024learning,
bibtex_show={true},
title={Learning to Provably Satisfy High Relative Degree Constraints for Black-Box Systems},
author={Jean-Baptiste Bouvier and Kartik Nagpal and Negar Mehr},
year={2024},
booktitle={Conference on Decision and Control (CDC)},
arxiv={2407.20456},
html={https://iconlab.negarmehr.com/CDC-POLICEd-RL},
code={https://github.com/labicon/CDC-POLICEd-RL},
preview={POLICEd_shuttle.gif}
}
@inproceedings{ryu2024risk,
bibtex_show={true},
title={Risk-Sensitive Orbital Debris Collision Avoidance using Distributionally Robust Chance Constraints},
author={Ryu, Kanghyun and Bouvier, Jean-Baptiste and Lalani, Shazaib and Eggl, Siegfried and Mehr, Negar},
booktitle={AIAA Scitech 2025 Forum},
year={2025},
arxiv={2412.17358}
}
@inproceedings{ryu2025curricullm,
bibtex_show={true},
title={CurricuLLm: Automatic task curricula design for learning complex robot skills using large language models},
author={Ryu, Kanghyun and Liao, Qiayuan and Li, Zhongyu and Sreenath, Koushil and Mehr, Negar},
booktitle={2025 IEEE International Conference on Robotics and Automation (ICRA)},
year={2025},
organization={IEEE},
arxiv={2409.18382},
html={https://iconlab.negarmehr.com/CurricuLLM},
code={https://github.com/labicon/CurricuLLM},
preview={CurricuLLM_preview.gif}
}
@inproceedings{bouvier2025ddat,
bibtex_show={true},
title={DDAT: Diffusion Policies Enforcing Dynamically Admissible Robot Trajectories},
author={Jean-Baptiste Bouvier and Kanghyun Ryu and Kartik Nagpal and Qiayuan Liao and Koushil Sreenath and Negar Mehr},
year={2025},
booktitle={Robotics: Science and Systems (RSS)},
arxiv={2502.15043},
html={https://iconlab.negarmehr.com/DDAT},
code={https://github.com/labicon/DDAT},
preview={DDAT_GO2_comparison.gif}
}
@inproceedings{zhao2025RAMEN,
bibtex_show={true},
title={RAMEN: Real-time Asynchronous Multi-agent Neural Implicit Mapping},
author={Hongrui Zhao and Boris Ivanovic and Negar Mehr},
year={2025},
booktitle={Robotics: Science and Systems (RSS)},
arxiv={2502.19592},
html={https://iconlab.negarmehr.com/RAMEN},
code={https://github.com/labicon/RAMEN},
preview={RAMEN.gif}
}
@inproceedings{zhao2026UDON,
bibtex_show={true},
title={UDON: Uncertainty-weighted Distributed Optimization for Multi-Robot Neural Implicit Mapping under Extreme Communication Constraints},
author={Hongrui Zhao and Xunlan Zhou and Boris Ivanovic and Negar Mehr},
year={2026},
arxiv={2509.12702},
booktitle={2026 IEEE International Conference on Robotics and Automation (ICRA)},
html={https://iconlab.negarmehr.com/UDON/},
code={https://github.com/wyaaaattwho/UDON?tab=readme-ov-file},
}
@article{bergerault2026matching,
bibtex_show={true},
title={Matching Multiple Experts: On the Exploitability of Multi-Agent Imitation Learning},
author={Antoine Bergerault and Volkan Cevher and Negar Mehr},
year={2026},
arxiv={2602.21020},
booktitle={2026 International Conference on Learning Representations (ICLR)},
}