Discover snap-stanford/ConE Open Source project by @snap-stanford

Benchmark datasets, data loaders, and evaluators for graph machine learning

2,167

ogb

Platform for designing and evaluating Graph Neural Networks (GNN)

1,906

GraphGym

Strategies for Pre-training Graph Neural Networks

1,669

pretrain-gnns

Python library assists deep learning on graphs

955

deepsnap

GraphRNN

med-flamingo

neural-subgraph-learning-GNN

SNAP Python code, SWIG related files

327

snap-python

cs224w-notes

stark

STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases (https://stark.stanford.edu/)

Multi-Hop Logical Reasoning in Knowledge Graphs

276

KGReasoning

[ICLR 2022 spotlight]GreaseLM: Graph REASoning Enhanced Language Models for Question Answering

274

GreaseLM

MLAgentBench

GEARS

GEARS is a geometric deep learning model that predicts outcomes of novel multi-gene perturbations

Distance Encoding for GNN Design

189

distance-encoding

RelBench: Relational Deep Learning Benchmark

181

relbench

graphwave

covid-mobility

UCE

UCE is a zero-shot foundation model for single-cell gene expression data

Graph Information Bottleneck (GIB) for learning minimal sufficient structural and feature information using GNNs

135

GIB

roland

mars

Discovering novel cell types across heterogenous single-cell experiments

[ICLR 2021] Concept Learners for Few-Shot Learning

119

comet

SATURN

orca

[ICLR 2022] Open-World Semi-Supervised Learning

prodigy

CAW

snapvx

conformalized-gnn

Uncertainty Quantification over Graph with Conformalized Graph Neural Networks (NeurIPS 2023)

[ICLR23] First deep learning-based surrogate model that jointly learns the evolution model and optimizes computational cost via remeshing

multiscale-interactome

plato

miner-data

stellar

mambo

lamp

[NeurIPS 2020] Coresets for Robust Training of Neural Networks against Noisy Labels

crust

bc-emb

csr

ZeroC is a neuro-symbolic method that trained with elementary visual concepts and relations, can zero-shot recognize and acquire more complex, hierarchical concepts, even across domains

zeroc

Motif-Aware State Assignment in Noisy Time Series Data

masa

LE-PDE accelerates PDEs' forward simulation and inverse optimization via latent global evolution, achieving significant speedup with SOTA accuracy

le_pde

F-FADE

MetroMaps

MAG

Programs for Microsoft Academic Graph

BioDiscoveryAgent is an LLM-based AI agent for closed-loop design of genetic perturbation experiments

BioDiscoveryAgent

SNAP repository for Ringo

snap-dev

exposure-segregation

Next generation graph processing platform

ringo

PlaNet: Predicting population response to drugs via clinical knowledge graph

planet

covid-mobility-tool

preprocessing of Reddit data

reddit-processing

search Internet news archive

news-search

Java

snap-python-64

64-bit SNAP (in development, not intended for general use)

snap-dev-64

snapworld

ViRel: Unsupervised Visual Relations Discovery with Graph-level Analogy

ViRel

Simple performance monitor for Linux

lego

yperf