Recommendation


Recommendation is the task of providing personalized suggestions to users based on their preferences and behavior.

Align-for-Fusion: Harmonizing Triple Preferences via Dual-oriented Diffusion for Cross-domain Sequential Recommendation

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Aug 07, 2025
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I$^3$-MRec: Invariant Learning with Information Bottleneck for Incomplete Modality Recommendation

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Aug 06, 2025
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Transferring Expert Cognitive Models to Social Robots via Agentic Concept Bottleneck Models

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Aug 06, 2025
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Do Recommender Systems Really Leverage Multimodal Content? A Comprehensive Analysis on Multimodal Representations for Recommendation

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Aug 06, 2025
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Unveiling Over-Memorization in Finetuning LLMs for Reasoning Tasks

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Aug 06, 2025
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Discrete-event Tensor Factorization: Learning a Smooth Embedding for Continuous Domains

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Aug 06, 2025
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ViLLA-MMBench: A Unified Benchmark Suite for LLM-Augmented Multimodal Movie Recommendation

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Aug 06, 2025
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Benefit from Rich: Tackling Search Interaction Sparsity in Search Enhanced Recommendation

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Aug 06, 2025
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Bridging Search and Recommendation through Latent Cross Reasoning

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Aug 06, 2025
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Enhancing Serendipity Recommendation System by Constructing Dynamic User Knowledge Graphs with Large Language Models

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Aug 06, 2025
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