GitHub topics: sequential-recommendation

Repositories

scikit-optimize/scikit-optimize 📦

Sequential model-based optimization with a `scipy.optimize` interface

Language: Python - Size: 8.99 MB - Last synced at: 5 days ago - Pushed at: about 1 year ago - Stars: 2,766 - Forks: 552

RUCAIBox/RecBole

A unified, comprehensive and efficient recommendation library

Language: Python - Size: 18.9 MB - Last synced at: 13 days ago - Pushed at: about 2 months ago - Stars: 3,687 - Forks: 654

USTCLLM/RecStudio

A highly-modularized and recommendation-efficient recommendation library based on PyTorch.

Language: Python - Size: 2.66 MB - Last synced at: 10 days ago - Pushed at: 2 months ago - Stars: 184 - Forks: 23

liuqidong07/LLMEmb

[AAAI'25 Oral] The official implementation code of LLMEmb

Language: Python - Size: 92.8 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 23 - Forks: 6

KevinBian107/RSDB

Building recommendation systems that utilize sequential and temporal intelligence

Language: Python - Size: 19.6 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 1

alicogintel/SDM

Sequential deep matching model for recommender system at Alibaba

Language: Python - Size: 35.2 MB - Last synced at: about 1 month ago - Pushed at: almost 5 years ago - Stars: 204 - Forks: 64

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.

Language: Python - Size: 23.8 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 136 - Forks: 20

mengfeizhang820/Paperlist-for-Recommender-Systems

Recommender Systems Paperlist that I am interested in

Size: 157 KB - Last synced at: about 9 hours ago - Pushed at: over 3 years ago - Stars: 452 - Forks: 96

ziwliu8/SIGMA

[AAAI'2025] The official implementation code of SIGMA

Language: Jupyter Notebook - Size: 7.15 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 21 - Forks: 4

holgern/scikit-optimize

Sequential model-based optimization with a `scipy.optimize` interface

Language: Python - Size: 19.8 MB - Last synced at: 15 days ago - Pushed at: 11 months ago - Stars: 19 - Forks: 2

USTC-StarTeam/DR4SR

🔥🔥🔥 KDD2024 Best Student Paper

Language: Python - Size: 49.8 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 48 - Forks: 3

SStarCCat/HM4SR

Codes for Hierarchical Time-Aware Mixture of Experts for Multi-Modal Sequential Recommendation (WWW2025)

Language: Python - Size: 2.46 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

reczoo/RecBox

A box of core libraries for recommendation model development

Language: Python - Size: 4.32 MB - Last synced at: about 1 month ago - Pushed at: 6 months ago - Stars: 91 - Forks: 19

ukangrui/Better-SASRec

cleaned-up and optimized for SASRec, Pytorch Implementation

Language: Python - Size: 19.8 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

Junwu0615/LCII-Rec-Model

Master's thesis : Exploiting Latent Interaction Information for Session-Aware Recommendation Using Recurrent Neural Networks ( Recommendation System / Tensorflow / Python )

Language: Python - Size: 1.13 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 0

Woeee/FMLP-Rec

The source code for WWW 2022 Paper "Filter-enhanced MLP is All You Need for Sequential Recommendation"

Language: Python - Size: 8.22 MB - Last synced at: 16 days ago - Pushed at: about 3 years ago - Stars: 44 - Forks: 19

JK-SHIN-PG/gamification-offrec

Language: Python - Size: 169 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 80 - Forks: 1

AlwaysFHao/TiM4Rec

The code for the paper "TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model"

Language: Python - Size: 157 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 15 - Forks: 1

FeiSun/BERT4Rec

BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer

Language: Python - Size: 63.4 MB - Last synced at: 5 months ago - Pushed at: about 5 years ago - Stars: 621 - Forks: 161

RUCAIBox/CIKM2020-S3Rec Fork of aHuiWang/CIKM2020-S3Rec

Code for CIKM2020 "S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization"

Language: Python - Size: 59.5 MB - Last synced at: 5 months ago - Pushed at: over 4 years ago - Stars: 241 - Forks: 34

slientGe/Sequential_Recommendation_Tensorflow

Several sequential recommended models implemented by tenosrflow1.x

Language: Python - Size: 847 KB - Last synced at: 4 months ago - Pushed at: almost 4 years ago - Stars: 116 - Forks: 24

beomso0/ezSASRec

An easy and efficient tool to build sequential recommendation system utilizing SASRec

Language: Jupyter Notebook - Size: 42.1 MB - Last synced at: 23 days ago - Pushed at: over 1 year ago - Stars: 10 - Forks: 1

januverma/transformers-for-sequential-recommendation

Notebooks on using transformers for sequential recommendation tasks

Language: Jupyter Notebook - Size: 13.7 KB - Last synced at: 4 months ago - Pushed at: over 2 years ago - Stars: 16 - Forks: 3

VinAIResearch/RecGPT

RecGPT: Generative Pre-training for Text-based Recommendation (ACL 2024)

Language: Python - Size: 47.9 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 20 - Forks: 0

777pomingzi/Rethinking-PLM-in-RS

Codebase for RecSys 2024 paper, The Elephant in the Room: Rethinking the Usage of Pre-trained Language Model in Sequential Recommendation

Language: Python - Size: 133 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 2 - Forks: 0

DyGRec/ASReP

Released code of SIGIR2021 Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer.

Language: Python - Size: 28.4 MB - Last synced at: 5 months ago - Pushed at: over 3 years ago - Stars: 50 - Forks: 12

alokamgnaneswarasai/P5-finetuning

This repository contains the implementation of recommendation systems utilizing Large Language Models (LLMs) for rating prediction and sequential recommendation tasks and review summarization , explanation generation etc

Language: Jupyter Notebook - Size: 13.9 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

voladorlu/MARank

Multi-order Attentive Ranking Model for Sequential Recommendation

Language: Python - Size: 20.6 MB - Last synced at: 3 days ago - Pushed at: almost 6 years ago - Stars: 26 - Forks: 5

HKUDS/SelfGNN

[SIGIR'2024] "SelfGNN: Self-Supervised Graph Neural Networks for Sequential Recommendation"

Language: Jupyter Notebook - Size: 144 MB - Last synced at: 10 months ago - Pushed at: 11 months ago - Stars: 10 - Forks: 0

yoony02/recsys_papers

This repository contains my summaries of various academic papers I have read.

Size: 2.93 KB - Last synced at: 11 months ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

yoony02/RL-2022-SRRL

This is the code for "Improving diversity and precision in sequential recommendation via RL"

Language: Python - Size: 6.21 MB - Last synced at: 11 months ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

HKUDS/MAERec

[SIGIR'2023] "MAERec: Graph Masked Autoencoder for Sequential Recommendation"

Language: Python - Size: 80.3 MB - Last synced at: 12 months ago - Pushed at: almost 2 years ago - Stars: 50 - Forks: 5

HKUDS/DCRec

[WWW'2023] "DCRec: Debiased Contrastive Learning for Sequential Recommendation"

Language: Python - Size: 11.2 MB - Last synced at: 12 months ago - Pushed at: almost 2 years ago - Stars: 37 - Forks: 5

CRIPAC-DIG/DGSR

[TKDE 2022] The source code of "Dynamic Graph Neural Networks for Sequential Recommendation"

Language: Python - Size: 13.7 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 55 - Forks: 12

GAIR-Lab/IISAN

IISAN: Efficiently Adapting Multimodal Representation for Sequential Recommendation with Decoupled PEFT

Language: Python - Size: 2.04 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 0

fajieyuan/WSDM2019-nextitnet

Generative model for sequential recommendation based on Convolution Neural Networks (CNN))

Language: Python - Size: 46.8 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 110 - Forks: 29

gimpong/MM23-MISSRec

The code for the paper "MISSRec: Pre-training and Transferring Multi-modal Interest-aware Sequence Representation for Recommendation" (ACM MM'23).

Language: Python - Size: 20.2 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 23 - Forks: 4

fajieyuan/recommendation_dataset_pretraining

DataSets links for recommender systems research, in particular for transfer learning, user representation, pre-training,lifelong learning, cold start recommendation

Size: 11.7 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 15 - Forks: 0

cchao0116/EasyDGL

Code for paper "EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning"

Language: Python - Size: 798 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 121 - Forks: 16

USTCLLM/GeoSAN

Pytorch implementation of GeoSAN (Geography-Aware Sequential Location Recommendation. KDD 2021)

Language: Python - Size: 15.6 KB - Last synced at: 5 months ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 0

QinHsiu/ICSRec

[WSDM 2024 Oral] This is our Pytorch implementation for the paper: "Intent Contrastive Learning with Cross Subsequences for Sequential Recommendation".

Language: Python - Size: 27.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 9 - Forks: 2

QinHsiu/MCLRec

[SIGIR 2023 Oral] This is our Pytorch implementation for the paper: "Meta-optimized Contrastive Learning for Sequential Recommendation".

Language: Python - Size: 32.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 14 - Forks: 4

HelloZicky/DUET

[WWW2023] PyTorch implementation of DUET: A Tuning-Free Device-Cloud Collaborative Parameters Generation Framework for Efficient Device Model Generalization.

Language: Python - Size: 2.96 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 20 - Forks: 1

aHuiWang/CIKM2020-S3Rec

Code for CIKM2020 "S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization"

Language: Python - Size: 59.4 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 67 - Forks: 47

CORE-Labet/SANDSTONE

SANDSTONE is a sequential recommender system with rolling-updating memory and supporting conversational bots.

Size: 610 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

icantnamemyself/CANet

Language: Python - Size: 11.7 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

nancheng58/Self-supervised-learning-for-Sequential-Recommender-Systems

[CCIR 2023] Self-supervised learning for Sequential Recommender Systems

Language: Python - Size: 778 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 14 - Forks: 0

hegongshan/Recommender-Systems-Paper

Must-read Papers for Recommender Systems (RS)

Size: 47.9 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 119 - Forks: 19

EnnengYang/TiCoSeRec Fork of KingGugu/TiCoSeRec

Official source code for AAAI 2023 paper: Uniform Sequence Better: Time Interval Aware Data Augmentation for Sequential Recommendation. AAAI, 2023.

Size: 68.5 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

zzxslp/CosRec

Code for CosRec: 2D Convolutional Neural Networks for Sequential Recommendation (CIKM-19)

Language: Python - Size: 4.65 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 47 - Forks: 18

k9luo/LatentLinearCritiquingforConvRecSys

Official Code Framework of the paper "Latent Linear Critiquing for Conversational Recommender Systems"

Language: Python - Size: 10.7 KB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 9 - Forks: 3

juyongjiang/BiCAT

This is the official source code of "BiCAT: Self-Knowledge Distillation with Bidirectional Chronological Augmentation of Transformer for Sequential Recommendation" based on TensorFlow.

Language: Python - Size: 34.7 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 15 - Forks: 3

mark-narusov/alfabank_campus_challenge

Jupyter тетрадка с решением Kaggle соревнования Alfa Campus

Language: Jupyter Notebook - Size: 38.1 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 0

JiachengLi1995/Recformer

Codebase for KDD 2023 paper, Text Is All You Need: Learning Language Representations for Sequential Recommendation

Size: 38.1 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 53 - Forks: 12

DooHyun-Lee/awesome-Recsys-implementation

Repository for implementation of Recsys papers

Language: Python - Size: 31.3 KB - Last synced at: 6 days ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

tsinghua-fib-lab/SIGIR21-SURGE

Official implementation of SIGIR'2021 paper: "Sequential Recommendation with Graph Neural Networks".

Language: Python - Size: 1.31 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 60 - Forks: 23

whale-ynu/MIA-SR Fork of 619496775/MIA-SR

【KBS】Modeling and Predicting User Preferences with Multiple Item Attributes for Sequential Recommendations

Language: Python - Size: 49 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

Related Keywords

sequential-recommendation 74 recommender-system 28 recommendation-system 15 deep-learning 12 recommendation 9 graph-neural-networks 8 collaborative-filtering 8 self-supervised-learning 7 tensorflow 6 recommender-systems 6 machine-learning 5 pytorch 5 contrastive-learning 4 user-modeling 4 sequential-models 4 ctr-prediction 4 data-augmentation 3 cold-start 3 pretraining 3 recsys 3 recommendations 3 sasrec 3 llm 3 session-based-recommendation-system 3 datasets 2 multi-task-learning 2 session-based-recommendation 2 multi-modal 2 gpt 2 binder 2 dynamic-graph-embedding 2 convolutional-neural-networks 2 python 2 gru4rec 2 transformer 2 information-retrieval 2 data-mining 2 knowledge-graph 2 time-series 2 scientific-visualization 2 optimization 2 recommender 2 hyperparameter-tuning 2 rating-prediction 2 matrix-factorization 2 hyperparameter-search 2 scikit-learn 2 embeddings 2 visualization 2 hyperparameter-optimization 2 hacktoberfest 2 transfer-learning 2 top-n-recommendations 2 lifelong-machine-learning 2 conversational-ai 1 conversational-agents 1 sequence 1 graph-convolutional-network 1 adaptive-architecture 1 baseline 1 pretrain 1 explainable-recommendation 1 click-through-rate 1 graph-based-recommendation 1 conversational-recommendation 1 candidate-matching 1 location-recommendation 1 negative-sampling 1 weighted-bpr 1 learnable-model-augmentation 1 meta-learning 1 computer-vision 1 device-cloud 1 device-cloud-collaboration 1 device-generalization 1 domain-adaptation 1 domain-generalization 1 dynamic-parameter 1 edge-cloud 1 facial-expression-recognition 1 hypernetwork 1 image-classification 1 parameter-generation 1 personalization 1 sigir2022 1 temporal-point-processes 1 dictionary-learning 1 sigir2020 1 vae 1 gcn 1 apache-spark 1 content-based 1 hybrid-recommendation 1 scala 1 spark 1 bert 1 transformer-models 1 active-learning 1 activelearning 1 multiarmed-bandits 1