Discover pfnet-research/tgan2 Open Source project by @pfnet-research

Chainer implementation of recent GAN variants

1,079

chainer-gan-lib

Flexible Feature Engineering & Exploration Library using GPUs and Optuna.

407

xfeat

chainer-gogh

menoh

Menoh: fast DNN inference library with multiple programming language support

PyTorch-based framework for Deep Hedging

279

pfhedge

Contextual augmentation, a text data augmentation using a bidirectional language model.

249

contextual_augmentation

193

distilled-feature-fields

Submission to Kaggle NIPS'17 competition on adversarial examples (non-targeted adversarial attack track)

178

nips17-adversarial-attack

A PyTorch implementation of Meta-TasNet from "Meta-learning Extractors for Music Source Separation

146

meta-tasnet

Fast Soft Color Segmentation

135

FSCS

chainer implementation of pix2pix

134

chainer-pix2pix

Kubernetes cluster simulator for evaluating schedulers.

131

k8s-cluster-simulator

124

chainer-compiler

Experimental toolchain to compile and run Chainer models

GraphNVP: An Invertible Flow Model for Generating Molecular Graphs

112

graph-nvp

An experimental Python package that reimplements AutoGBT using LightGBM and Optuna.

autogbt-alt

Chainer implementation of Style-based Generator

chainer-stylegan

The implementation of Temporal Generative Adversarial Nets with Singular Value Clipping

tgan

deep-table

Synchronize your working directory efficiently to a remote place without committing the changes.

git-ghost

chainer-graph-cnn

Chainer implementation of 'Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering' (https://arxiv.org/abs/1606.09375)

A CSI plugin for All FUSE implementations

meta-fuse-csi-plugin

surface-aligned-nerf

BayesGrad: Explaining Predictions of Graph Convolutional Networks

bayesgrad

Japanese Language Model Financial Evaluation Harness

japanese-lm-fin-harness

Shell

torch-dftd

pytorch implementation of dftd2 & dftd3

This receives webhook requests from Alertmanager and creates GitHub issues.

alertmanager-to-github

kaggle-lyft-motion-prediction-4th-place-solution

Kaggle Lyft Motion Prediction for Autonomous Vehicles 4th place solution

einconv

SegNet implementation & experiments in Chainer

chainer-segnet

A code for the NeurIPS 2022 Table Representation Learning Workshop paper: "Diffusion models for missing value imputation in tabular data"

TabCSDI

This webhook is for mutating pods that will require GCP Workload Identity Federation access from Kubernetes Cluster.

gcp-workload-identity-federation-webhook

chainer-trt

Chainer x TensorRT

hyperbolic_wrapped_distribution

PFN Picking Instructions for Commodities Dataset (PFN-PIC) including images, bounding boxes and text instructions.

picking-instruction

pftaskqueue

pftaskqueue: Lightweight task queue tool

multi-stage-blended-diffusion

Minimal implementation and experiments of "No-Transaction Band Network: A Neural Network Architecture for Efficient Deep Hedging".

NoTransactionBandNetwork

Implementation of clipped action policy gradient (CAPG) with PPO and TRPO

capg

Graph neural network potential with charge transfer

charge_transfer_nnp

Kubernetes controller for automated Node operations

node-operation-controller

menoh-ruby

Ruby binding for Menoh DNN inference library

optuna-book

Adversarial Discriminative Domain Adaptation in Chainer

chainer-ADDA

RJT-RL: De novo molecular design using a Reversible Junction Tree and Reinforcement Learning

RJT-RL

Official implementation of "Minimizing Supervision for Free-space Segmentation" paper

superpixel-align

label-efficient-brain-tumor-segmentation

Unsupervised Disentanglement Representation Learning in Chainer

chainer-disentanglement-lib

Implementation of "Effective Adversarial Regularization for Neural Machine Translation", ACL 2019

vat_nmt

A prototype implementation of AllReduce collective communication routine.

allreduce-proto

Chainer-DeepFill

Repo for RSNA pneumonia open-source

pfneumonia

Least Squares Generative Adversarial Network implemented in Chainer

chainer-LSGAN

KDD Cup 2019 AutoML Track 5th solution

KDD-Cup-AutoML-5

A GGNN-GWM based step-wise framework for Chemical Synthesis Prediction

step-wise-chemical-synthesis-prediction

A prototype of Concolic Testing engine for SystemVerilog, developed as part of PFN summer internship 2018.

ATPG4SV

OCaml

menoh-sharp

C# binding for Menoh DNN inference library

BMI219-2017-ProteinFolding

UCSF BMI219 Deep Learning (2017), Coding example (Prediction of protein folding with RNN and CNN)

Golang binding for Menoh DNN inference library

go-menoh

hierarchical-molecular-learning

Implementation of "Semi-supervised learning of hierarchical representations of molecules using neural message passing" (arXiv:1711.10168)

3rd place solution for ALASKA2 Image Steganalysis on Kaggle

kaggle-alaska2-3rd-place-solution

Haskell binding for Menoh DNN inference library

menoh-rs

Rust binding for Menoh

Rust

menoh-haskell

Differentiable MPC in Chainer, developed as part of PFN summer internship 2019.

chainer-differentiable-mpc

clusterctl plugin for the asdf version manager

asdf-clusterctl

Shell

GenerRNA

Building a Deep Neural Network (DNN) application in Java

Deep_visuo-tactile_learning_ICRA2019

menoh-java

Java

treewidth-prediction

Prediction of Treewidth using Graph Neural Network, developed as part of PFN summer internship 2019.

A ML-like programming language with type-based probabilistic behavior specification, developed as part of PFN summer internship 2018.

pml

optuna-hands-on

7th place solution of Human Protein Atlas - Single Cell Classification on Kaggle

kaggle-hpa-2021-7th-place-solution

chainer-ev3

chainer-robotcar-text

tabret

pfmt-bench-fin-ja: Preferred Multi-turn Benchmark for Finance in Japanese

pfmt-bench-fin-ja

batch-metaheuristics

rp-safe-rl

limited-gp

recompute

piekd

This is the official implementation of Periodic Intra-Ensemble Knowledge Distillation (PIEKD).

differentiable-ray-sampling

UCSF BMI219 Deep Learning (2017), Coding example (QSAR with Deep multitask learning)

BMI219-2017-DeepQSAR

CapsNet implemented in Chainer

chainer-capsnet

NodeJS binding for Menoh DNN inference library

node-menoh

JavaScript

chainer-formulanet

Chainer implementation of FormulaNet

plamo-examples

pocket_detection

ssdrl

cg-transfer

head_model

Finance_data_augmentation_ICAIF2022

Elastic Chainer prototype

echainer

repository for robust estimation research

robust_estimation

MatGL-based neural network potential that computes excited state energies and forces

Invisible_marker_IROS2020

ex_matgl

timesfm_fin

Neural Multi-scale Compression

nms-comp

transport-control-socket

100

unsupervised_segmental_empirical_ODM