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sequential recommendation

122 papers

SR SRS SEQREC

Papers

BLADE: A Behavior-Level Data Augmentation Framework with Dual Fusion Modeling for Multi-Behavior Sequential Recommendation AAAI 2026 Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders ACL 2026 Capturing Dynamic User Interests Under Modality Imbalance for Multimodal Sequential Recommendation AAAI 2026 Cross-Scale Collaboration between LLMs and Lightweight Sequential Recommenders with Domain-Specific Latent Reasoning AAAI 2026 Data-Centric Sequential Recommendation with Relation-Augmented Generation AAAI 2026 De-collapsing User Intent: Adaptive Diffusion Augmentation with Mixture-of-Experts for Sequential Recommendation AAAI 2026 Diagnostic-Guided Dynamic Profile Optimization for LLM-based User Simulators in Sequential Recommendation AAAI 2026 Exploiting Inter-Session Information with Frequency-enhanced Dual-Path Networks for Sequential Recommendation AAAI 2026 HyMoERec: Hybrid Mixture-of-Experts for Sequential Recommendation (Student Abstract) AAAI 2026 Hyperbolic-Enhanced Mixture-of-Experts Mamba for Sequential Recommendation AAAI 2026 MoMoREC: A Multi-agent Motivation Generation Framework for Residual Semantic ID-Aware Recommendation AAAI 2026 MSR-Rec: Multi-Step Reasoning-Enhanced LLM for Sequential Recommendation AAAI 2026 Multi-granularity Intent Modeling with Adversarial Robustness for Sequential Recommendation AAAI 2026 Potent but Stealthy: Rethink Profile Pollution Against Sequential Recommendation via Bi-Level Constrained Reinforcement Paradigm AAAI 2026 S²HyRec: Self-Supervised Hypergraph Sequential Recommendation AAAI 2026 Semantic-Aware Data Augmentation for Sequential Recommendation AAAI 2026 SGP4SR: Separated-Modality Guided User Preference Learning for Multimodal Sequential Recommendation AAAI 2026 Wavelet Enhanced Adaptive Frequency Filter for Sequential Recommendation AAAI 2026 What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal Context ACL 2026 AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation ACL 2025 A Non-Contrastive Learning Framework for Sequential Recommendation with Preference-Preserving Profile Generation ICLR 2025 Augmenting Sequential Recommendation with Balanced Relevance and Diversity AAAI 2025 Bi-Tuning with Collaborative Information for Controllable LLM-based Sequential Recommendation ACL 2025 C2KD: Cross-layer and Cross-head Knowledge Distillation for Small Language Model-based Recommendation ACL 2025 CESRec: Constructing Pseudo Interactions for Sequential Recommendation via Conversational Feedback EMNLP 2025