user preference

HotelQuEST: Balancing Quality and Efficiency in Agentic Search EACL 2026 Pareto-Optimal Probabilistic Explanations: Balancing Cognitive Constraints and User Preferences UAI 2026 Semantic-Aware Data Augmentation for Sequential Recommendation AAAI 2026 SlideTailor: Personalized Presentation Slide Generation for Scientific Papers AAAI 2026 A Good Plan is Hard to Find: Aligning Models with Preferences is Misaligned with What Helps Users EMNLP 2025 A Survey on Personalized Alignment—The Missing Piece for Large Language Models in Real-World Applications ACL 2025 A Text-Based Recommender System that Leverages Explicit Affective State Preferences EMNLP 2025 BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation AAAI 2025 CESRec: Constructing Pseudo Interactions for Sequential Recommendation via Conversational Feedback EMNLP 2025 Comparison-based Active Preference Learning for Multi-dimensional Personalization ACL 2025 CoPL: Collaborative Preference Learning for Personalizing LLMs EMNLP 2025 CoT4Rec: Revealing User Preferences Through Chain of Thought for Recommender Systems AAAI 2025 Customizing In-context Learning for Dynamic Interest Adaption in LLM-based Recommendation ACL 2025 Disentangled and Personalized Representation Learning for Next Point-of-Interest Recommendation IJCAI 2025 Domain-Level Disentanglement Framework Based on Information Enhancement for Cross-Domain Cold-Start Recommendation AAAI 2025 Do Mentioned Items Truly Matter? Enhancing Conversational Recommender Systems with Causal Intervention and Large Language Models IJCAI 2025 Drift: Decoding-time Personalized Alignments with Implicit User Preferences EMNLP 2025 Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences NAACL 2025 Enhancing Reranking for Recommendation with LLMs through User Preference Retrieval COLING 2025 Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and Proactivity ACL 2025 FaST: Feature-aware Sampling and Tuning for Personalized Preference Alignment with Limited Data EMNLP 2025 Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation AAAI 2025 ImageGem: In-the-wild Generative Image Interaction Dataset for Generative Model Personalization ICCV 2025 Language-Assisted Feature Transformation for Anomaly Detection ICLR 2025 LLMAP: LLM-Assisted Multi-Objective Route Planning with User Preferences EMNLP 2025