Session-Based Recommendations

72 papers with code • 7 benchmarks • 3 datasets

Recommendation based on a sequence of events. e.g. next item prediction

Libraries

Use these libraries to find Session-Based Recommendations models and implementations
3 papers
376
2 papers
737

Enhancing ID and Text Fusion via Alternative Training in Session-based Recommendation

juanhui28/alterrec 14 Feb 2024

To integrate text information, various methods have been introduced, mostly following a naive fusion framework.

2
14 Feb 2024

Enhancing User Intent Capture in Session-Based Recommendation with Attribute Patterns

hkust-knowcomp/fapat NeurIPS 2023

The goal of session-based recommendation in E-commerce is to predict the next item that an anonymous user will purchase based on the browsing and purchase history.

2
23 Dec 2023

On the Effectiveness of Unlearning in Session-Based Recommendation

shirryliu/sru-code 22 Dec 2023

On the one hand, these approaches cannot achieve satisfying unlearning effects due to the collaborative correlations and sequential connections between the unlearning item and the remaining items in the session.

2
22 Dec 2023

Bi-Preference Learning Heterogeneous Hypergraph Networks for Session-based Recommendation

zhang-xiaokun/bipnet 2 Nov 2023

Secondly, price preference and interest preference are interdependent and collectively determine user choice, necessitating that we jointly consider both price and interest preference for intent modeling.

4
02 Nov 2023

Context-aware Session-based Recommendation with Graph Neural Networks

brilliantzhang/cares 14 Oct 2023

Session-based recommendation (SBR) is a task that aims to predict items based on anonymous sequences of user behaviors in a session.

1
14 Oct 2023

Beyond Co-occurrence: Multi-modal Session-based Recommendation

zhang-xiaokun/mmsbr 29 Sep 2023

(2) How to fuse these heterogeneous descriptive information to comprehensively infer user interests?

15
29 Sep 2023

SR-PredictAO: Session-based Recommendation with High-Capability Predictor Add-On

rickyskywalker/sr-predictao-official 20 Sep 2023

In this framework, we propose a high-capability predictor module which could alleviate the effect of random user's behavior for prediction.

7
20 Sep 2023

Towards Communication-Efficient Model Updating for On-Device Session-Based Recommendation

xiaxin1998/odupdate 24 Aug 2023

On-device recommender systems recently have garnered increasing attention due to their advantages of providing prompt response and securing privacy.

3
24 Aug 2023

Scaling Session-Based Transformer Recommendations using Optimized Negative Sampling and Loss Functions

otto-de/tron 27 Jul 2023

This work introduces TRON, a scalable session-based Transformer Recommender using Optimized Negative-sampling.

52
27 Jul 2023

Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation

haitaomao/amazon-m2 NeurIPS 2023

To test the potential of the dataset, we introduce three tasks in this work: (1) next-product recommendation, (2) next-product recommendation with domain shifts, and (3) next-product title generation.

2
19 Jul 2023