activity
20202023
most citedMetalearning generalizable dynamics from trajectories

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

collaborators

5 papers

physics.bio-ph2023

The coupling effect between the environment and strategies drives the emergence of group cooperation

Changyan Di, Qingguo Zhou, Jun Shen +3

Introducing environmental feedback into evolutionary game theory has led to the development of eco-evolutionary games, which have gained popularity due to their ability to capture…

cs.LG2023★ 8 cited

Metalearning generalizable dynamics from trajectories

Qiaofeng Li, Tianyi Wang, Vwani Roychowdhury +1

We present the interpretable meta neural ordinary differential equation (iMODE) method to rapidly learn generalizable (i.e., not parameter-specific) dynamics from trajectories of m…

cs.LG2022

Diverse Imitation Learning via Self-Organizing Generative Models

Arash Vahabpour, Tianyi Wang, Qiujing Lu +2

Imitation learning is the task of replicating expert policy from demonstrations, without access to a reward function. This task becomes particularly challenging when the expert exh…

physics.comp-ph2022★ 5 cited

Rapidly Encoding Generalizable Dynamics in a Euclidean Symmetric Neural Network

Qiaofeng Li, Tianyi Wang, Vwani Roychowdhury +1

Slinky, a helical elastic rod, is a seemingly simple structure with unusual mechanical behavior; for example, it can walk down a flight of stairs under its own weight. Taking Slink…

eess.SP2020

Accuracy and Resiliency of Analog Compute-in-Memory Inference Engines

Zhe Wan, Tianyi Wang, Yiming Zhou +2

Recently, analog compute-in-memory (CIM) architectures based on emerging analog non-volatile memory (NVM) technologies have been explored for deep neural networks (DNN) to improve…