activity
20202025
most citedAutomatic Gradient Descent: Deep Learning without Hyperparameters

6 citations · 12 across the 7 of their papers we have counts for

collaborators

7 papers

cond-mat.mtrl-sci2025

Towards Sustainable Energy Storage: Evaluating Polymer Electrolytes for Zinc Ion Batteries

Roya Rajabi, Shichen Sun, Booker Wu +2

Polymer electrolytes present a promising solution to the challenges posed by aqueous electrolytes in energy storage systems, offering the flexibility needed for wearable electronic…

cond-mat.mtrl-sci20251 cited

Parameter Sensitivity Analysis in Zinc-Ion Batteries: A Study on Ionic Conductivity, Current Density, and Electrode Properties

Roya Rajabi, Shichen Sun, Booker Wu +2

This study presents a comprehensive Multiphysics model for zinc-ion batteries (ZIBs), incorporating electrochemical aspects. The model integrates the mass transport of Zn2+ ions, c…

cs.LG20236 cited

Automatic Gradient Descent: Deep Learning without Hyperparameters

Jeremy Bernstein, Chris Mingard, Kevin Huang +2

The architecture of a deep neural network is defined explicitly in terms of the number of layers, the width of each layer and the general network topology. Existing optimisation fr…

math.OC20232 cited

Beyond Monotone Variational Inequalities: Solution Methods and Iteration Complexities

Kevin Huang, Shuzhong Zhang

In this paper, we discuss variational inequality (VI) problems without monotonicity from the perspective of convergence of projection-type algorithms. In particular, we identify ex…

physics.flu-dyn2023

Thrust Enhancement and Degradation Mechanisms due to Self-Induced Vibrations in Bio-inspired Flying Robots

Dipan Deb, Kevin Huang, Aakash Verma +2

Whenever a flapping robot moves along a trajectory it experiences some vibration about its mean path. Even for a hovering case, a flier experiences such vibration due to the oscill…

math.OC20221 cited

An Approximation-Based Regularized Extra-Gradient Method for Monotone Variational Inequalities

Kevin Huang, Shuzhong Zhang

In this paper, we propose a general extra-gradient scheme for solving monotone variational inequalities (VI), referred to here as Approximation-based Regularized Extra-gradient met…