Code to reproduce the experiments from our NeurIPS 2021 paper " The Limitations of Large Width in Neural Networks: A Deep Gaussian Process Perspective"

Last update: Dec 12, 2022

Related tags

Overview

Code

To run:

python runner.py new --save <SAVE_NAME> --data <PATH_TO_DATA_DIR> --dataset <DATASET> --model <model_name> [options] --n 1000 - train - test - kernel_fit - done

Options for Bayesian regression models are:

gp
gp_3l
gp_acos
gp_acos3
deep_gp_svi (options: --width 2)
deep_gp_hmc (options: --width 2)
deep_gp_3l2l_hmc (options: --width 2)
deep_gp_3l3l_hmc (options: --width1 2 --width2 2)
nn_hmc (options: --width 2)
nn_3l_hmc (options: --width 2)

Options for non-Bayesian classification models are:

nn (options: --widths 16,32,32)
lenet (options: --width 256 --conv-width 16)
resnet (options: --depth 14 --width 64)

Owner

Geoff Pleiss

GitHub Repository

End-to-end machine learning project for rices detection

Basmatinet Welcome to this project folks ! Whether you like it or not this project is all about riiiiice or riz in french. It is also about Deep Learn

47 Jun 18, 2022

ELSED: Enhanced Line SEgment Drawing

ELSED: Enhanced Line SEgment Drawing This repository contains the source code of ELSED: Enhanced Line SEgment Drawing the fastest line segment detecto

125 Dec 31, 2022

[ICSE2020] MemLock: Memory Usage Guided Fuzzing

MemLock: Memory Usage Guided Fuzzing This repository provides the tool and the evaluation subjects for the paper "MemLock: Memory Usage Guided Fuzzing

54 Jan 07, 2023

Tools for the Cleveland State Human Motion and Control Lab

Introduction This is a collection of tools that are helpful for gait analysis. Some are specific to the needs of the Human Motion and Control Lab at C

88 Dec 16, 2022

This repository contains code demonstrating the methods outlined in Path Signature Area-Based Causal Discovery in Coupled Time Series presented at Causal Analysis Workshop 2021.

signed-area-causal-inference This repository contains code demonstrating the methods outlined in Path Signature Area-Based Causal Discovery in Coupled

1 Mar 11, 2022

Implementation of Change-Based Exploration Transfer (C-BET)

Implementation of Change-Based Exploration Transfer (C-BET), as presented in Interesting Object, Curious Agent: Learning Task-Agnostic Exploration.

29 Dec 04, 2022

Text to Image Generation with Semantic-Spatial Aware GAN

text2image This repository includes the implementation for Text to Image Generation with Semantic-Spatial Aware GAN This repo is not completely. Netwo

124 Dec 30, 2022

Learning to Reach Goals via Iterated Supervised Learning

Vanilla GCSL This repository contains a vanilla implementation of "Learning to Reach Goals via Iterated Supervised Learning" proposed by Dibya Gosh et

4 Aug 10, 2022

A collection of pre-trained StyleGAN2 models trained on different datasets at different resolution.

Awesome Pretrained StyleGAN2 A collection of pre-trained StyleGAN2 models trained on different datasets at different resolution. Note the readme is a

1.1k Dec 24, 2022

BuildingNet: Learning to Label 3D Buildings

BuildingNet This is the implementation of the BuildingNet architecture described in this paper: Paper: BuildingNet: Learning to Label 3D Buildings Arx

16 Nov 07, 2022

Code of paper "CDFI: Compression-Driven Network Design for Frame Interpolation", CVPR 2021

CDFI (Compression-Driven-Frame-Interpolation) [Paper] (Coming soon...) | [arXiv] Tianyu Ding*, Luming Liang*, Zhihui Zhu, Ilya Zharkov IEEE Conference

95 Dec 04, 2022

Hierarchical probabilistic 3D U-Net, with attention mechanisms (—𝘈𝘵𝘵𝘦𝘯𝘵𝘪𝘰𝘯 𝘜-𝘕𝘦𝘵, 𝘚𝘌𝘙𝘦𝘴𝘕𝘦𝘵) and a nested decoder structure with deep supervision (—𝘜𝘕𝘦𝘵++).

Hierarchical probabilistic 3D U-Net, with attention mechanisms (—𝘈𝘵𝘵𝘦𝘯𝘵𝘪𝘰𝘯 𝘜-𝘕𝘦𝘵, 𝘚𝘌𝘙𝘦𝘴𝘕𝘦𝘵) and a nested decoder structure with deep supervision (—𝘜𝘕𝘦𝘵++). Built in TensorFlow 2.5. Configured for vox

32 Dec 08, 2022

Code to reproduce the experiments from our NeurIPS 2021 paper " The Limitations of Large Width in Neural Networks: A Deep Gaussian Process Perspective"

Related tags

Overview

Code

Owner

Geoff Pleiss

End-to-end machine learning project for rices detection

ELSED: Enhanced Line SEgment Drawing

[ICSE2020] MemLock: Memory Usage Guided Fuzzing

Tools for the Cleveland State Human Motion and Control Lab

This repository contains code demonstrating the methods outlined in Path Signature Area-Based Causal Discovery in Coupled Time Series presented at Causal Analysis Workshop 2021.

Implementation of Change-Based Exploration Transfer (C-BET)

Text to Image Generation with Semantic-Spatial Aware GAN

Learning to Reach Goals via Iterated Supervised Learning

A collection of pre-trained StyleGAN2 models trained on different datasets at different resolution.

BuildingNet: Learning to Label 3D Buildings

Code of paper "CDFI: Compression-Driven Network Design for Frame Interpolation", CVPR 2021

Hierarchical probabilistic 3D U-Net, with attention mechanisms (—𝘈𝘵𝘵𝘦𝘯𝘵𝘪𝘰𝘯 𝘜-𝘕𝘦𝘵, 𝘚𝘌𝘙𝘦𝘴𝘕𝘦𝘵) and a nested decoder structure with deep supervision (—𝘜𝘕𝘦𝘵++).

Source code of the paper Meta-learning with an Adaptive Task Scheduler.

Official code for paper "Demystifying Local Vision Transformer: Sparse Connectivity, Weight Sharing, and Dynamic Weight"

Physical Anomalous Trajectory or Motion (PHANTOM) Dataset

Pytorch implementation of few-shot semantic image synthesis

Python script that takes an Impulse response .wav and a input .wav to demonstrate audio convolution.

[NeurIPS 2021] A weak-shot object detection approach by transferring semantic similarity and mask prior.

CoRe: Contrastive Recurrent State-Space Models

Walk with fastai