no code implementations • 7 Mar 2022 • Anqi Li, Jingsong Ma, Lizhi Ma, Pengfei Fang, Hongliang He, Zhenzhong Lan
However, these methods often demand large scale and high quality counseling data, which are difficult to collect.
no code implementations • 11 May 2021 • Julen Urain, Anqi Li, Puze Liu, Carlo D'Eramo, Jan Peters
Reactive motion generation problems are usually solved by computing actions as a sum of policies.
no code implementations • 7 May 2021 • Mandy Xie, Anqi Li, Karl Van Wyk, Frank Dellaert, Byron Boots, Nathan Ratliff
Many IL methods, such as Dataset Aggregation (DAgger), combat challenges like distributional shift by interacting with oracular experts.
no code implementations • 21 Apr 2021 • Lin Hu, Anqi Li, Xu Tan
Each player allocates his limited attention capacity between biased sources and the other players, and the resulting stochastic attention network facilitates the transmission of information from primary sources to him either directly or indirectly through the other players.
no code implementations • 10 Mar 2021 • Anqi Li, Ching-An Cheng, M. Asif Rana, Man Xie, Karl Van Wyk, Nathan Ratliff, Byron Boots
Using RMPflow as a structured policy class in learning has several benefits, such as sufficient expressiveness, the flexibility to inject different levels of prior knowledge as well as the ability to transfer policies between robots.
no code implementations • 24 Dec 2020 • M. Asif Rana, Anqi Li, Dieter Fox, Sonia Chernova, Byron Boots, Nathan Ratliff
The policy structure provides the user an interface to 1) specifying the spaces that are directly relevant to the completion of the tasks, and 2) designing policies for certain tasks that do not need to be learned.
no code implementations • 3 Sep 2020 • Anqi Li, Lin Hu
We study a model of electoral accountability and selection (EAS) in which heterogeneous voters can aggregate the incumbent's performance data into personalized signals through paying limited attention.
2 code implementations • L4DC 2020 • Muhammad Asif Rana, Anqi Li, Dieter Fox, Byron Boots, Fabio Ramos, Nathan Ratliff
The complex motions are encoded as rollouts of a stable dynamical system, which, under a change of coordinates defined by a diffeomorphism, is equivalent to a simple, hand-specified dynamical system.
no code implementations • 24 Oct 2019 • Lin Hu, Anqi Li, Ilya Segal
We study how personalized news aggregation for rational inattentive voters (NARI) affects policy polarization and public opinion.
no code implementations • 26 Sep 2019 • Anqi Li, Davin Raiha, Kenneth W. Shotts
In addition to regular high- and low-competence types, the incumbent may be an aspiring autocrat who controls the mainstream media and will subvert democracy if retained in office.
1 code implementation • 14 Feb 2019 • Anqi Li, Mustafa Mukadam, Magnus Egerstedt, Byron Boots
We propose a collection of RMPs for simple multi-robot tasks that can be used for building controllers for more complicated tasks.
Robotics