Recommender Systems

Drs.NAS: Ultra-Efficient Neural Architecture Search for Recommendation Systems OSDI 2026 GrocLM: Grocery Category Recommendation in E-Commerce with Large Language Models ACL 2026 MUSS: Multilevel Subset Selection for Relevance and Diversity UAI 2026 Predict, Prune, Play: Efficient Video Playback Optimization Under Device Diversity and Drift NSDI 2026 ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning ACL 2026 ACL-rlg: A Dataset for Reading List Generation COLING 2025 Addressing Cold-Start Problem in Click-Through Rate Prediction via Supervised Diffusion Modeling AAAI 2025 AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation ACL 2025 AlphaForge: A Framework to Mine and Dynamically Combine Formulaic Alpha Factors AAAI 2025 Auto Encoding Neural Process for Multi-interest Recommendation AAAI 2025 BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation AAAI 2025 Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation AAAI 2025 Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems EMNLP 2025 Bites of Tomorrow: Personalized Recommendations for a Healthier and Greener Plate AAAI 2025 Both Supply and Precision: Sample Debias and Ranking Consistency Joint Learning for Large Scale Pre-Ranking System AAAI 2025 Bridging Jensen Gap for Max-Min Group Fairness Optimization in Recommendation ICLR 2025 Bridging Perceptual Gaps in Food NLP: A Structured Approach Using Sensory Anchors ACL 2025 CLLMRec: Contrastive Learning with LLMs-based View Augmentation for Sequential Recommendation IJCAI 2025 Contrastive Representation for Interactive Recommendation AAAI 2025 Cost-Effective On-Device Sequential Recommendation with Spiking Neural Networks IJCAI 2025 CUGF: A Reliable and Fair Recommendation Framework AAAI 2025 DisCo: Graph-Based Disentangled Contrastive Learning for Cold-Start Cross-Domain Recommendation AAAI 2025 Disentangled Contrastive Bundle Recommendation with Conditional Diffusion AAAI 2025 DispatchQA: A Benchmark for Small Function Calling Language Models in E-Commerce Applications EMNLP 2025 DivGCL: A Graph Contrastive Learning Model for Diverse Recommendation AAAI 2025