Namhoon Lee | DeepAI

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∙ 09/03/2023

FedFwd: Federated Learning without Backpropagation

In federated learning (FL), clients with limited resources can disrupt t...

0 Seonghwan Park, et al. ∙

∙ 04/27/2023

JaxPruner: A concise library for sparsity research

This paper introduces JaxPruner, an open-source JAX-based pruning and sp...

4 Joo Hyung Lee, et al. ∙

∙ 02/28/2023

A Closer Look at the Intervention Procedure of Concept Bottleneck Models

Concept bottleneck models (CBMs) are a class of interpretable neural net...

0 Sungbin Shin, et al. ∙

∙ 02/21/2023

MaskedKD: Efficient Distillation of Vision Transformers with Masked Images

Knowledge distillation is a popular and effective regularization techniq...

0 Seungwoo Son, et al. ∙

∙ 02/12/2023

SpReME: Sparse Regression for Multi-Environment Dynamic Systems

Learning dynamical systems is a promising avenue for scientific discover...

0 Moonjeong Park, et al. ∙

∙ 10/27/2021

Meta-Learning Sparse Implicit Neural Representations

Implicit neural representations are a promising new avenue of representi...

16 Jaeho Lee, et al. ∙

∙ 03/25/2020

Data Parallelism in Training Sparse Neural Networks

Network pruning is an effective methodology to compress large neural net...

13 Namhoon Lee, et al. ∙

∙ 06/14/2019

A Signal Propagation Perspective for Pruning Neural Networks at Initialization

Network pruning is a promising avenue for compressing deep neural networ...

0 Namhoon Lee, et al. ∙

∙ 10/04/2018

SNIP: Single-shot Network Pruning based on Connection Sensitivity

Pruning large neural networks while maintaining the performance is often...

2 Namhoon Lee, et al. ∙

∙ 04/06/2018

Learn To Pay Attention

We propose an end-to-end-trainable attention module for convolutional ne...

0 Saumya Jetley, et al. ∙

∙ 12/15/2016

Visual Compiler: Synthesizing a Scene-Specific Pedestrian Detector and Pose Estimator

We introduce the concept of a Visual Compiler that generates a scene spe...

0 Namhoon Lee, et al. ∙

∙ 04/05/2016

Forecasting Interactive Dynamics of Pedestrians with Fictitious Play

We develop predictive models of pedestrian dynamics by encoding the coup...

0 Wei-Chiu Ma, et al. ∙

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