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Session-Based Recommendations

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

Papers

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Showing 1–50 of 172 papers

TitleStatusHype
Multi-intent-aware Session-based RecommendationCode1
Disentangling ID and Modality Effects for Session-based RecommendationCode1
Enhancing User Intent Capture in Session-Based Recommendation with Attribute PatternsCode1
Beyond Co-occurrence: Multi-modal Session-based RecommendationCode1
Scaling Session-Based Transformer Recommendations using Optimized Negative Sampling and Loss FunctionsCode1
Self Contrastive Learning for Session-based RecommendationCode1
Dual Intent Enhanced Graph Neural Network for Session-based New Item RecommendationCode1
Efficient On-Device Session-Based RecommendationCode1
Spatio-Temporal Contrastive Learning Enhanced GNNs for Session-based RecommendationCode1
Efficiently Leveraging Multi-level User Intent for Session-based Recommendation via Atten-Mixer NetworkCode1
Positive, Negative and Neutral: Modeling Implicit Feedback in Session-based News RecommendationCode1
Price DOES Matter! Modeling Price and Interest Preferences in Session-based RecommendationCode1
CORE: Simple and Effective Session-based Recommendation within Consistent Representation SpaceCode1
Transition Information Enhanced Disentangled Graph Neural Networks for Session-based RecommendationCode1
Disentangled Graph Neural Networks for Session-based RecommendationCode1
S-Walk: Accurate and Scalable Session-based Recommendationwith Random WalksCode1
Learning Multi-granularity User Intent Unit for Session-based RecommendationCode1
Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based RecommendationCode1
Self-Supervised Graph Co-Training for Session-based RecommendationCode1
Heterogeneous Global Graph Neural Networks for Personalized Session-based RecommendationCode1
Introducing Self-Attention to Target Attentive Graph Neural NetworksCode1
Global Context Enhanced Graph Neural Networks for Session-based RecommendationCode1
Session-aware Linear Item-Item Models for Session-based RecommendationCode1
Modeling Multi-Destination Trips with Sketch-Based ModelCode1
Session-based Recommendation with Self-Attention NetworksCode1
Self-Supervised Hypergraph Convolutional Networks for Session-based RecommendationCode1
Session-aware Recommendation: A Surprising Quest for the State-of-the-artCode1
Comprehensive Empirical Evaluation of Deep Learning Approaches for Session-based Recommendation in E-CommerceCode1
DGTN: Dual-channel Graph Transition Network for Session-based RecommendationCode1
Exploring Longitudinal Effects of Session-based RecommendationsCode1
ADER: Adaptively Distilled Exemplar Replay Towards Continual Learning for Session-based RecommendationCode1
Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based RecommendationCode1
An efficient manifold density estimator for all recommendation systemsCode1
Modeling Personalized Item Frequency Information for Next-basket RecommendationCode1
TAGNN: Target Attentive Graph Neural Networks for Session-based RecommendationCode1
Empirical Analysis of Session-Based Recommendation AlgorithmsCode1
Evaluation of Session-based Recommendation AlgorithmsCode1
Recurrent Neural Networks with Top-k Gains for Session-based RecommendationsCode1
Session-based Recommendations with Recurrent Neural NetworksCode1
Hierarchical Intent-guided Optimization with Pluggable LLM-Driven Semantics for Session-based RecommendationCode0
Rethinking Contrastive Learning in Session-based RecommendationCode0
A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective—0
Linear Item-Item Model with Neural Knowledge for Session-based RecommendationCode0
Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation—0
Unsupervised Graph Embeddings for Session-based Recommendation with Item FeaturesCode0
SPGL: Enhancing Session-based Recommendation with Single Positive Graph LearningCode0
Multi-Graph Co-Training for Capturing User Intent in Session-based RecommendationCode0
Active Large Language Model-based Knowledge Distillation for Session-based Recommendation—0
Language Model Evolutionary Algorithms for Recommender Systems: Benchmarks and Algorithm Comparisons—0
GRAINRec: Graph and Attention Integrated Approach for Real-Time Session-Based Item Recommendations—0
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