sequential-recommendation

There are 26 repositories under sequential-recommendation topic.

RUCAIBox / RecBole
A unified, comprehensive and efficient recommendation library
collaborative-filtering ctr-prediction deep-learning graph-neural-networks knowledge-graph pytorch recommendation-system recommendations recommender recommender-systems sequential-recommendation
Language:Python 4063
scikit-optimize / scikit-optimize
Sequential model-based optimization with a `scipy.optimize` interface
bayesopt optimization scientific-computing machine-learning hyperparameter bayesian-optimization binder scikit-learn hyperparameter-optimization hyperparameter-tuning hyperparameter-search sequential-recommendation hacktoberfest scientific-visualization visualization
Language:Python 2800
FeiSun / BERT4Rec
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer
recommendation sequential-recommendation
Language:Python 689
mengfeizhang820 / Paperlist-for-Recommender-Systems
Recommender Systems Paperlist that I am interested in
recommender-systems neural-collaborative-filtering sequential-recommendation knowledge-graph-for-recommendation ctr-prediction embeddings industry-recommendations graph-embedding session-based-recommendation collaborative-filtering
449
snap-research / GRID
GRID: Generative Recommendation with Semantic IDs
generative-recommenders large-language-models recommender-systems recsys semantic-id sequential-recommendation
Language:Python 423
RUCAIBox / CIKM2020-S3Rec
Code for CIKM2020 "S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization"
mutual-information self-supervised-learning sequential-recommendation
Language:Python 260
alicogintel / SDM
Sequential deep matching model for recommender system at Alibaba
matching recommender-system deep-learning sequential-recommendation
Language:Python 209
USTCLLM / RecStudio
A highly-modularized and recommendation-efficient recommendation library based on PyTorch.
collaborative-filtering ctr-prediction deep-learning factorization-machines knowledge-graph matrix-factorization pytorch recommender-system sequential-recommendation graph-neural-networks
Language:Python 196
hegongshan / Recommender-Systems-Paper
Must-read Papers for Recommender Systems (RS)
recommender-systems collaborative-filtering deep-learning matrix-factorization rating-prediction top-n-recommendations learning-to-rank click-through-rate social-recommendation graph-based-recommendation graph-neural-network graph-convolutional-network point-of-interest-recommendation sequential-recommendation explainable-recommendation conversational-recommendation
155
HaSai666 / rec_pangu
rec_pangu is a flexible open-source project for recommendation systems. It incorporates diverse AI models like ranking algorithms, sequence recall, multi-interest models, and graph-based techniques. Designed for both beginners and advanced users, it enables rapid construction of efficient, custom recommendation engines.
ctr-prediction deep-learning multi-task-learning ranking-algorithm recommendation-system comirec deepfm pytorch recommender-system collaborative-filtering graph-neural-networks graph-recommendations sequential-recommendation
Language:Python 145
cchao0116 / EasyDGL
Code for paper "EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning"
dynamic-graph-embedding sequential-recommendation time-series traffic-data
Language:Python 123
slientGe / Sequential_Recommendation_Tensorflow
Several sequential recommended models implemented by tenosrflow1.x
recommendation tensorflow python caser gru4rec attrec fpmc transrec sequential-recommendation sasrec
Language:Python 119
fajieyuan / WSDM2019-nextitnet
Generative model for sequential recommendation based on Convolution Neural Networks (CNN))
cnn convolutional-neural-networks generative-model sequential-recommendation session-based session-based-recommendation-system generative-recommendation autoregressive autoregressive-models next-token-prediction generative-sequential-recommendation convolutional-neural-network sequential-recommender
Language:Python 114
aHuiWang / CIKM2020-S3Rec
Code for CIKM2020 "S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization"
self-supervised-learning sequential-recommendation
Language:Python 93
reczoo / RecBox
A box of core libraries for recommendation model development
collaborative-filtering sequential-recommendation gnn recommendation candidate-matching two-tower-models
Language:Python 90
tsinghua-fib-lab / SIGIR21-SURGE
Official implementation of SIGIR'2021 paper: "Sequential Recommendation with Graph Neural Networks".
sequential-recommendation graph-neural-networks recommender-system
Language:Python 86
JK-SHIN-PG / gamification-offrec
gamification indoor-environments recommender-system sequential-recommendation spatio-temporal-representation
Language:Python 79
CRIPAC-DIG / DGSR
[TKDE 2022] The source code of "Dynamic Graph Neural Networks for Sequential Recommendation"
recommender-system sequential-recommendation graph-neural-networks dynamic-graph-embedding
Language:Python 67
JiachengLi1995 / Recformer
Codebase for KDD 2023 paper, Text Is All You Need: Learning Language Representations for Sequential Recommendation
sequential-recommendation kdd2023
63
HKUDS / MAERec
[SIGIR'2023] "MAERec: Graph Masked Autoencoder for Sequential Recommendation"
graph-neural-networks masked-autoencoder recommender-systems self-supervised-learning sequential-recommendation
Language:Python 62
HKUDS / SelfGNN
[SIGIR'2024] "SelfGNN: Self-Supervised Graph Neural Networks for Sequential Recommendation"
data-augmentation graph-neural-networks recommender-system self-supervised-learning sequential-recommendation
Language:Jupyter Notebook 62
HKUDS / DCRec
[WWW'2023] "DCRec: Debiased Contrastive Learning for Sequential Recommendation"
contrastive-learning graph-neural-networks self-supervised-learning sequential-recommendation
Language:Python 60
USTC-StarTeam / DR4SR
🔥🔥🔥 KDD2024 Best Student Paper
data-centric recommender-system sequential-recommendation
Language:Python 60
gimpong / MM23-MISSRec
The code for the paper "MISSRec: Pre-training and Transferring Multi-modal Interest-aware Sequence Representation for Recommendation" (ACM MM'23).
multi-modal pretraining recommendations recommender-system sequential-recommendation acmmm acmmm2023
Language:Python 56
DyGRec / ASReP
Released code of SIGIR2021 Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer.
augmented-sequences item-prediction transformer recommender-system sequential-recommendation
Language:Python 51
Woeee / FMLP-Rec
The source code for WWW 2022 Paper "Filter-enhanced MLP is All You Need for Sequential Recommendation"
sequential-recommendation
Language:Python 48
zzxslp / CosRec
Code for CosRec: 2D Convolutional Neural Networks for Sequential Recommendation (CIKM-19)
recommender-system deep-learning pytorch sequential-recommendation convolutional-neural-networks
Language:Python 48
GAIR-Lab / IISAN
Efficient Multimodal Foundation Model Adaptation for Recommendation
multimodal-recommendation sequential-recommendation efficiency-analysis memory-efficient multimodal-learning multimodal-representation representation-learning peft iisan side-tuning iisan-versa foundation-models multimodal
Language:Python 42
HKUDS / RecGPT
[EMNLP2025] "RecGPT: A Foundation Model for Sequential Recommendation"
fundation-models recgpt sequential-recommendation
Language:Python 42
liuqidong07 / LLMEmb
[AAAI'25 Oral] The official implementation code of LLMEmb
embeddings large-language-models llm recommendation recommender-system sequential-models sequential-recommendation
Language:Python 40
HqWu-HITCS / Awesome-Sequence-Modeling-for-Recommendation
An Awesome Collection for Sequential Recommendation and Sequence Modeling in Recommend System
awesome-list recommendation-system recommender-system-papers sequential-recommendation
37
liuqidong07 / DiffuASR
[CIKM'23] The official implementation code of DiffuASR.
data-augmentation diffusion-models pytorch recommendation recommender-system sequential-recommendation
Language:Python 37
dmhyun / PERIS
Official code of Beyond Learning from Next Item: Sequential Recommendation via Personalized Interest Sustainability [CIKM'22]
machine-learning pytorch recommender-system sequential-recommendation
Language:Python 36
VinAIResearch / RecGPT
RecGPT: Generative Pre-training for Text-based Recommendation (ACL 2024)
generative-pretraining gpt large-language-model llm rating-prediction recommendation sequential-recommendation recgpt
Language:Python 36
liuqidong07 / LLM-ESR
[NeurIPS'24 Spotlight] The official implementation code of LLM-ESR.
knowledge-distillation large-language-models long-tail longtail recommendation recommender-system sequential-recommendation
Language:Python 35
ziwliu8 / SIGMA
[AAAI'2025] The official implementation code of SIGMA
sequential-recommendation
Language:Jupyter Notebook 33