Curated list of 2vec-type embedding models
If you know of 2vec-style models that are not mentioned here, please do a PR!
For network/graph-specific embedding models have a look here: https://github.com/chihming/awesome-network-embedding
The list
word2vec
Java: http://deeplearning4j.org/word2vec
C++: https://github.com/jdeng/word2vec
Python:
ASNE
Paper: https://arxiv.org/abs/2006.04941
Python: https://github.com/jisungyoon/persona2vec
MUSAE
Paper: https://arxiv.org/abs/1909.13021
Python: https://github.com/benedekrozemberczki/MUSAE
Python: https://github.com/benedekrozemberczki/karateclub
SINE
Paper: https://arxiv.org/abs/1810.06768
Python: https://github.com/benedekrozemberczki/SINE
Python: https://github.com/benedekrozemberczki/karateclub
GL2Vec
Paper: https://link.springer.com/chapter/10.1007/978-3-030-36718-3_1
Python: https://github.com/benedekrozemberczki/karateclub
Walklets
Paper: https://arxiv.org/abs/1605.02115
Python: https://github.com/benedekrozemberczki/walklets
Python: https://github.com/benedekrozemberczki/karateclub
Splitter
Paper: http://epasto.org/papers/www2019splitter.pdf
Python: https://github.com/benedekrozemberczki/Splitter
AttentionWalk
Paper: http://papers.nips.cc/paper/8131-watch-your-step-learning-node-embeddings-via-graph-attention
Python: https://github.com/benedekrozemberczki/AttentionWalk
role2vec
Paper: https://arxiv.org/abs/1802.02896
Python: https://github.com/benedekrozemberczki/role2vec
Python: https://github.com/benedekrozemberczki/karateclub
ASNE
Paper: https://arxiv.org/abs/1705.04969
Python: https://github.com/benedekrozemberczki/ASNE
diff2vec
Paper: https://arxiv.org/abs/2001.07463
Python: https://github.com/benedekrozemberczki/diff2vec
Python: https://github.com/benedekrozemberczki/karateclub
GEMSEC
Paper: https://arxiv.org/abs/1802.03997
Python: https://github.com/benedekrozemberczki/GEMSEC
doc2vec
Paper: https://cs.stanford.edu/~quocle/paragraph_vector.pdf
Python: https://radimrehurek.com/gensim/models/doc2vec.html
graph2vec
Paper: https://arxiv.org/abs/1707.05005
Python: https://github.com/benedekrozemberczki/graph2vec
Python: https://github.com/benedekrozemberczki/karateclub
tweet2vec
Paper: https://arxiv.org/abs/1605.03481
Python: https://github.com/bdhingra/tweet2vec
batter-pitcher-2vec
Python: https://github.com/airalcorn2/batter-pitcher-2vec
Soccer Team Vectors Paper: https://arxiv.org/abs/1908.00698
illustration-2vec
Python: https://github.com/rezoo/illustration2vec
lda2vec
Paper: https://arxiv.org/pdf/1605.02019v1.pdf
Python: https://github.com/cemoody/lda2vec
sentence2vec
Python: https://github.com/klb3713/sentence2vec
wiki2vec
Java/Scala: https://github.com/idio/wiki2vec
topicvec
Paper: http://bigml.cs.tsinghua.edu.cn/~jun/topic-embedding.pdf
Python: https://github.com/askerlee/topicvec
entity2vec
Python: https://github.com/ot/entity2vec
Paper: http://www.di.unipi.it/~ottavian/files/wsdm15_fel.pdf
str2vec
Python: https://github.com/pengli09/str2vec
node2vec
Paper: https://arxiv.org/abs/1607.00653
Page: https://snap.stanford.edu/node2vec/
Python: https://github.com/aditya-grover/node2vec
item2vec
Paper: https://arxiv.org/abs/1603.04259
author2vec
playlist-to-vec
Python: https://github.com/mattdennewitz/playlist-to-vec
sense2vec
Paper: https://arxiv.org/abs/1511.06388
med2vec
Paper: https://arxiv.org/abs/1602.05568
Python: https://github.com/mp2893/med2vec
SCODE Word Embeddings using Substitute Words
Python: https://github.com/ai-ku/wvec
game2vec
Python: https://github.com/warchildmd/game2vec
paper2vec
Paper: https://arxiv.org/pdf/1703.06587.pdf
struc2vec
Paper: https://arxiv.org/pdf/1704.03165.pdf
emoji2vec
Paper: https://arxiv.org/pdf/1609.08359.pdf
Code: https://github.com/uclmr/emoji2vec
image2vec
Paper: https://arxiv.org/pdf/1507.08818.pdf
phrase2vec
Paper: https://arxiv.org/pdf/1406.1078.pdf
context2vec
Code: https://github.com/orenmel/context2vec
ngram2vec
Paper: http://www.aclweb.org/anthology/D17-1023
Code: https://github.com/zhezhaoa/ngram2vec
app2vec
Paper: http://paul.rutgers.edu/~qma/research/ma_app2vec.pdf
movie2vec
Code: https://github.com/lujiaying/MovieTaster-Open
pin2vec
Paper: https://arxiv.org/pdf/1702.07969
wordnet2vec
Paper: https://arxiv.org/abs/1606.03335
metapath2vec
Paper: https://ericdongyx.github.io/papers/KDD17-dong-chawla-swami-metapath2vec.pdf
Page: https://ericdongyx.github.io/metapath2vec/m2v.html
rdf2vec
Paper: https://ub-madoc.bib.uni-mannheim.de/41307/1/Ristoski_RDF2Vec.pdf
Java + Python: http://data.dws.informatik.uni-mannheim.de/rdf2vec/
Python: https://github.com/IBCNServices/pyRDF2Vec
voice-vector
Code: https://github.com/andabi/voice-vector
mol2vec
Code: https://github.com/samoturk/mol2vec
Paper (paywalled): https://pubs.acs.org/doi/pdf/10.1021/acs.jcim.7b00616
Wikipedia2Vec
Page: https://wikipedia2vec.github.io/
Code: https://github.com/wikipedia2vec/wikipedia2vec
Paper: http://www.aclweb.org/anthology/K16-1025
Role2Vec
Code: https://github.com/benedekrozemberczki/role2vec
Paper: https://arxiv.org/pdf/1802.02896.pdf
Vis2Vec
Code: https://github.com/satwikkottur/VisualWord2Vec
Paper : https://arxiv.org/pdf/1511.07067.pdf
Patient2Vec
Code: https://github.com/BarnesLab/Patient2Vec
Paper: https://arxiv.org/pdf/1810.04793.pdf
gl2vec
Paper : https://arxiv.org/pdf/1812.05473.pdf
StarSpace: Embed All The Things!
Code: https://github.com/facebookresearch/StarSpace
Paper : https://arxiv.org/pdf/1709.03856.pdf
Packet2Vec
Paper : https://arxiv.org/pdf/2004.14477.pdf
FCA2Vec
Paper : https://arxiv.org/pdf/1911.11496.pdf
word2ket
Paper : https://arxiv.org/pdf/1911.04975.pdf
Code: https://github.com/panaali/word2ket
Feature2Vec
Paper : https://arxiv.org/pdf/1908.11439.pdf
Code: https://github.com/stevend94/Feature2Vec
Snomed2Vec
Paper : https://arxiv.org/pdf/1907.08650
Code: https://gitlab.com/agarwal.khushbu/Snomed2Vec/-/tree/master
Action2Vec
Paper : https://arxiv.org/pdf/1901.00484.pdf
Act2Vec
Paper : https://arxiv.org/pdf/1902.01119.pdf
Code: https://github.com/guytenn/Act2Vec
IoT2Vec
Paper : https://arxiv.org/pdf/1805.07907
OPA2Vec
Paper : https://arxiv.org/pdf/1804.10922
Code: https://github.com/bio-ontology-research-group/opa2vec
Speech2Vec
Paper : https://arxiv.org/pdf/1803.08976
Code: https://github.com/iamyuanchung/speech2vec-pretrained-vectors
Skill2vec
Paper : https://arxiv.org/pdf/1707.09751.pdf
Code: https://github.com/rvoak/skill2vec
DocTag2Vec
Paper : https://arxiv.org/pdf/1707.04596
dna2vec
Paper : https://arxiv.org/abs/1701.06279
Code: https://github.com/pnpnpn/dna2vec
Time2Vec
Paper : https://arxiv.org/pdf/1907.05321.pdf
Code: https://github.com/ojus1/Time2Vec-PyTorch
AppUsage2Vec
Paper : http://www.shazhao.net/papers/icde2019.pdf
Debate2Vec
Python : https://github.com/Hellisotherpeople/debate2vec
Tile2Vec
Paper : https://arxiv.org/pdf/1805.02855.pdf
Gene2Vec
Paper : https://bmcgenomics.biomedcentral.com/track/pdf/10.1186/s12864-018-5370-x.pdf
Code: https://github.com/jingcheng-du/Gene2vec
原文：https://github.com/MaxwellRebo/awesome-2vec
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