Publications

Input- and Feature-Space Correction for Cross-Hospital IHC Grading

Jongwoon Lee, Jhair Gallardo, Christopher Kanan

ASCI Workshop at the Conference on Neural Information Processing Systems (NeurIPS), 2026

Controlling Neural Collapse Enhances Out-of-Distribution Detection and Transfer Learning

Md Yousuf Harun, Jhair Gallardo, Christopher Kanan

International Conference on Machine Learning (ICML), 2025

What Variables Affect Out-Of-Distribution Generalization in Pretrained Models?

Md Yousuf Harun, Kyungbok Lee, Jhair Gallardo, Giri Krishnan, Christopher Kanan

Conference on Neural Information Processing Systems (NeurIPS), 2024

Human Emotion Estimation through Physiological Data with Neural Networks

Jhair Gallardo, Celal Savur, Ferat Sahin, Christopher Kanan

System of Systems Engineering Conference (SoSE), 2024

GRASP: A Rehearsal Policy for Efficient Online Continual Learning

Md Yousuf Harun, Jhair Gallardo, Christopher Kanan

Conference on Lifelong Learning Agents (CoLLAs), 2024

SIESTA: Efficient Online Continual Learning with Sleep

Md Yousuf Harun*, Jhair Gallardo*, Tyler L. Hayes, Ronald Kemker, Christopher Kanan

Transactions on Machine Learning Research (TMLR), 2023. Also presented at the Journal Track of CoLLAs 2024.

* denotes equal contribution.

How Efficient Are Today's Continual Learning Algorithms?

Md Yousuf Harun, Jhair Gallardo, Tyler L. Hayes, Christopher Kanan

CVPR Workshop on Continual Learning in Computer Vision (CLVision), 2023

System Design for an Integrated Lifelong Reinforcement Learning Agent for Real-Time Strategy Games

I. Sur, Z. Daniels, A. Rahman, K. Faber, J. Gallardo, T.L. Hayes, C.E. Taylor, M.B. Gurbuz, J. Smith, S. Joshi, N. Japkowicz, M. Baron, Z. Kira, C. Kanan, R. Corizzo, A. Divakaran, M. Piacentino, J. Hostetler, A. Raghavan

International Conference on AI-ML Systems, 2022

Self-Supervised Training Enhances Online Continual Learning

Jhair Gallardo, Tyler L. Hayes, Christopher Kanan

British Machine Vision Conference (BMVC), 2021

Detection of Diabetic Retinopathy Based on a Convolutional Neural Network Using Retinal Fundus Images

G. Garcia, J. Gallardo, A. Mauricio, J. Lopez, C. del Carpio

International Conference on Artificial Neural Networks (ICANN), 2017

Multi-robot Exploration and Mapping Strategy in Underground Mines by Behavior Control

A. Mauricio, A. Nieves, Y. Castillo, K. Hilasaca, C. Fonseca, J. Gallardo, R. Rodriguez, G. Rodriguez

Multibody Systems and Mechatronics (MuSMe), 2014