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20222026
most citedA Learning-based Quadcopter Controller with Extreme Adaptation

13 citations · 15 across the 5 of their papers we have counts for

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6 papers · 1 filter

cs.RO2026

OATH: Object-Agnostic Tracking for Dexterous Hands, Enabling Rapid Physics-based Retargeting

Solvin Sigurdson, Prasanna Sriganesh, Juan Borbon +3

Retargeting human demonstrations into dynamically feasible dexterous hand trajectories requires resolving complex contact physics, yet current methods either omit physical constrai…

cs.RO2026

Interpreting Control Latents for System Identification via Conditional Flow Matching

Dingqi Zhang, Ruiqi Zhang, Mark W. Mueller

Latent-conditioned adaptive policies can control robots across changing dynamics, but their learned latents remain internal representations of the policy rather than physical model…

cs.RO2025

A Simulation Evaluation Suite for Robust Adaptive Quadcopter Control

Dingqi Zhang, Ran Tao, Sheng Cheng +2

Robust adaptive control methods are essential for maintaining quadcopter performance under external disturbances and model uncertainties. However, fragmented evaluations across tas…

cs.RO2024

ProxFly: Robust Control for Close Proximity Quadcopter Flight via Residual Reinforcement Learning

Ruiqi Zhang, Dingqi Zhang, Mark W. Mueller

This paper proposes the ProxFly, a residual deep Reinforcement Learning (RL)-based controller for close proximity quadcopter flight. Specifically, we design a residual module on to…

cs.RO2024★ 13 cited

A Learning-based Quadcopter Controller with Extreme Adaptation

Dingqi Zhang, Antonio Loquercio, Jerry Tang +3

This paper introduces a learning-based low-level controller for quadcopters, which adaptively controls quadcopters with significant variations in mass, size, and actuator capabilit…

cs.RO2022★ 2 cited

Learning a Single Near-hover Position Controller for Vastly Different Quadcopters

Dingqi Zhang, Antonio Loquercio, Xiangyu Wu +3

This paper proposes an adaptive near-hover position controller for quadcopters, which can be deployed to quadcopters of very different mass, size and motor constants, and also show…