Publications
Papers and preprints, newest first.
2026
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LatentGym: A Testbed for Cross-Task Experiential Learning with Controllable Latent Structure
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Agents’ Last Exam
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Interactive World Simulator for Robot Policy Training and Evaluation
2025
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Decentralized Vehicle Coordination: The Berkeley DeepDrive Drone Dataset and Consensus-Based Models
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Human-in-the-Loop Classification of Adaptive Cruise Control at a Freeway Scale
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Traffic Control via Connected and Automated Vehicles: An Open-Road Field Experiment with 100 CAVs
2024
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Modifying Adaptive Cruise Control Systems for String Stable Stop-and-Go Wave Control
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eNut: A Sensing System to Measure the Acquisition of Foraging Proficiency in Wild Tree Squirrels
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From Sim to Real: A Pipeline for Training and Deploying Traffic Smoothing Cruise Controllers
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Composing MPC With LQR and Neural Network for Amortized Efficiency and Stable Control
2023
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Approaches for Synthesis and Deployment of Controller Models on Automated Vehicles for Car-following in Mixed Autonomy
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A Hierarchical MPC Approach to Car-Following via Linearly Constrained Quadratic Programming
2020
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Learning Optimal Traffic Routing Behaviors Using Markovian Framework in Microscopic Simulation
2019
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Quantifying Air Quality Benefits Resulting from Few Autonomous Vehicles Stabilizing Traffic
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Tracking Vehicle Trajectories and Fuel Rates in Phantom Traffic Jams: Methodology and Data
2018
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Benchmarks for Reinforcement Learning in Mixed-Autonomy Traffic
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Connections between Classical Car Following Models and Artificial Neural Networks
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Dissipation of Stop-and-Go Waves via Control of Autonomous Vehicles: Field Experiments
2017
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Measuring Trajectories and Fuel Consumption in Oscillatory Traffic: Experimental Results