Pretrained Cost Model for Distributed Constraint Optimization Problems

Last update: Aug 28, 2022

Related tags

Deep Learning GAT-PCM

Overview

Pretrained Cost Model for Distributed Constraint Optimization Problems

Requirements

PyTorch 1.9.0
PyTorch Geometric 1.7.1

Directory structure

baselines contains the implementation of all compared baselines
core contains the core data structures to run the simulation
entry contains the entry point of each algorithm
heuristics contains the implementation of GAT-PCM-boosted algorithms
pretrain contains the implementation of pretraining stage

How to run the code

See the command line interface of run_*.py in entry.

Example:

python -um entry.run_dsa -pth problem.xml -c 1000 -p 0.8

Owner

GitHub Repository

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Pretrained Cost Model for Distributed Constraint Optimization Problems

Related tags

Overview

Pretrained Cost Model for Distributed Constraint Optimization Problems

Requirements

Directory structure

How to run the code

Owner

Code for our paper "MG-GAN: A Multi-Generator Model Preventing Out-of-Distribution Samples in Pedestrian Trajectory Prediction" published at ICCV 2021.

Implementation of "Meta-rPPG: Remote Heart Rate Estimation Using a Transductive Meta-Learner"

The official code of Anisotropic Stroke Control for Multiple Artists Style Transfer

Shallow Convolutional Neural Networks for Human Activity Recognition using Wearable Sensors

Mapping Conditional Distributions for Domain Adaptation Under Generalized Target Shift

The pytorch implementation of the paper "text-guided neural image inpainting" at MM'2020

A project studying the influence of communication in multi-objective normal-form games

A lightweight python AUTOmatic-arRAY library.

meProp: Sparsified Back Propagation for Accelerated Deep Learning

[ICLR 2021] Heteroskedastic and Imbalanced Deep Learning with Adaptive Regularization

HyperCube: Implicit Field Representations of Voxelized 3D Models

Code for "On Memorization in Probabilistic Deep Generative Models"

Python Interview Questions

Public Code for NIPS submission SimiGrad: Fine-Grained Adaptive Batching for Large ScaleTraining using Gradient Similarity Measurement

The official implementation of NeurIPS 2021 paper: Finding Optimal Tangent Points for Reducing Distortions of Hard-label Attacks

Machine Unlearning with SISA

The official github repository for Towards Continual Knowledge Learning of Language Models

A simple rest api serving a deep learning model that classifies human gender based on their faces. (vgg16 transfare learning)

Official PyTorch implementation of DD3D: Is Pseudo-Lidar needed for Monocular 3D Object detection? (ICCV 2021), Dennis Park*, Rares Ambrus*, Vitor Guizilini, Jie Li, and Adrien Gaidon.

HiFi-GAN: High Fidelity Denoising and Dereverberation Based on Speech Deep Features in Adversarial Networks

Official PyTorch implementation of DD3D: Is Pseudo-Lidar needed for Monocular 3D Object detection? (ICCV 2021), Dennis Park, Rares Ambrus, Vitor Guizilini, Jie Li, and Adrien Gaidon.