gflownet

There are 1 repository under gflownet topic.

• GFNOrg / torchgfn

  A modular, easy to extend GFlowNet library

  amortized-samplinggflownetgflownetsgfnlibrarypytorch
  Language:Jupyter Notebook 289

• recursionpharma / gflownet

  GFlowNet library specialized for graph & molecular data

  deep-learninggflownetgraph-neural-networkpytorch
  Language:Python 270

• alexhernandezgarcia / gflownet

  Generative Flow Networks - GFlowNet

  aiforscienceaiforsocialgoodgenerativemodelinggflownetopensourcepythonpytorch
  Language:Python 247

• nshen7 / alpha-gfn

  A deep reinforcement learning framework for generating formulaic alpha factors for quantitative investment, powered by GFlowNet, implemented in Python&PyTorch.

  alpha-factorsdeep-reinforcement-learninggflownetmachine-learningpythonpytorchquantitative-financequantitative-tradingreinforcement-learning
  Language:Jupyter Notebook 74

• lazaratan / dyn-gfn

  DynGFN: Bayesian Dynamic Causal Discovery using Generative Flow Networks

  causal-discoverygflownetpytorch
  Language:Python 55
• gflownet

  augustwester / gflownet

  A PyTorch implementation of a Generative Flow Network (GFlowNet) proposed by Bengio et al. (2021)

  drug-discoverygenerative-modelgflownetgraph-samplingpytorch
  Language:Python 42

• GFNOrg / GFlowNet-EM

  Code for GFlowNet-EM, a novel algorithm for fitting latent variable models with compositional latents and an intractable true posterior.

  expectation-maximizationgflownetgrammarlatent-variable-modelsvae
  Language:Jupyter Notebook 40

• d-tiapkin / gflownet-rl

  Repository for "Generative Flow Networks as Entropy-Regularized RL" (AISTATS-2024, Oral)

  deep-learninggflownetpytorchreinforcement-learning
  Language:Python 35

• tgritsaev / gflownet-tlm

  The source code for the paper "Optimizing Backward Policies in GFlowNets via Trajectory Likelihood Maximization" (ICLR 2025)

  deep-learninggflownetpytorchreinforcement-learning
  Language:Python 27

• lzzcd001 / nabla-gfn

  Official Implementation of Nabla-GFlowNet (ICLR 2025)

  ai-alignmentdiffusion-modelsgenerative-modelgflownetfinetuning
  Language:Python 25

• GreatDrake / non-acyclic-gfn

  Repository for "Revisiting Non-Acyclic GFlowNets in Discrete Environments" (ICML 2025)

  gflownetpytorch
  Language:Python 12

• jcathalina / Rxitect

  A collection of deep reinforcement learning-based & GFlowNet drug molecule generators focused on generation of molecules using Graphs/SELFIES guided by modern retrosynthesis tools to increase synthetic accessibility of de-novo designed drugs.

  drug-discoveryreinforcement-learninggenerative-modelmulti-objective-optimizationdeep-learningrnnselfiessmilesgflownetmolecular-graphstransformersynthesizability
  Language:Python 11

• SeonghwanSeo / RxnFlow

  Synthesis-oriented GFlowNets on a large action space: "Generative Flows on Synthetic Pathway for Drug Design" (ICLR 2025)

  drug-designgflownetmolecule-optimizationsynthesizability
  Language:Python 10

• lazaratan / gflownet-generalization

  Investigating Generalization Behaviours of Generative Flow Networks

  gflownetgflownets
  Language:Python 6

• AlxBouras / GFlowNet

  A simple implementation of a GFlowNet using PyTorch

  gflownet
  Language:Python 3

• anirudhprabhakaran3 / gflowout_on_eye_images

  Code for implementing GFlowOut for medical images, to improve uncertainty predictions.

  gflownetgflownetsmedical-imagingpythonpython3pytorch
  Language:Python 1

• Erostrate9 / GFNEval

  CSI5340 Project - GFNEval (Evaluation metrics for GFlowNets)

  gflownetpytorchtorchgfn
  Language:Jupyter Notebook 1

• niupuhua1234 / GFN-PG

  Code for the ICML 2024 paper 'GFlowNet Training by Policy Gradients'

  gflownetpolicy-gradientreinfrocement-learningtrust-region-policy-optimization
  Language:Python 0