% Key papers for Recommendation representation learning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2019_deep_101830, title = {{Deep Interest Evolution Network for Click-Through Rate Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4545}, } @inproceedings{aaai2016_vbpr_104730, title = {{VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/9973}, } @inproceedings{aaai2020_knowing_103073, title = {{Knowing What, How and Why: A Near Complete Solution for Aspect-Based Sentiment Analysis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6383}, } @inproceedings{aaai2018_atrank_102351, title = {{ATRank: An Attention-Based User Behavior Modeling Framework for Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11618}, } @inproceedings{aaai2019_repeatnet_101693, title = {{RepeatNet: A Repeat Aware Neural Recommendation Machine for Session-Based Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4408}, } @inproceedings{aaai2017_poi2vec_99791, title = {{POI2Vec: Geographical Latent Representation for Predicting Future Visitors}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10500}, } @inproceedings{aaai2018_attention_105742, title = {{Attention-Based Transactional Context Embedding for Next-Item Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11851}, } @inproceedings{aaai2019_dan_101834, title = {{DAN: Deep Attention Neural Network for News Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4549}, } @inproceedings{aaai2019_deepcf_99676, title = {{DeepCF: A Unified Framework of Representation Learning and Matching Function Learning in Recommender System}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/3769}, } @inproceedings{aaai2020_efficient_99728, title = {{Efficient Heterogeneous Collaborative Filtering without Negative Sampling for Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5329}, } @inproceedings{aaai2016_improving_105219, title = {{Improving Opinion Aspect Extraction Using Semantic Similarity and Aspect Associations}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10373}, } @inproceedings{aaai2019_dynamic_99675, title = {{Dynamic Explainable Recommendation Based on Neural Attentive Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/3768}, } @inproceedings{aaai2021_fairness_599, title = {{Fairness-aware News Recommendation with Decomposed Adversarial Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/04462-fairness-aware-news-recommendation-with-decomposed-adversarial-learning/}, } @inproceedings{aaai2016_recommendation_104733, title = {{Recommendation with Social Dimensions}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/9976}, } @inproceedings{aaai2019_multi_101801, title = {{Multi-Order Attentive Ranking Model for Sequential Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4516}, } @inproceedings{aaai2021_u_1568, title = {{U-BERT: Pre-training User Representations for Improved Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/04320-u-bert-pre-training-user-representations-for-improved-recommendation/}, } @inproceedings{aaai2018_social_99797, title = {{Social Recommendation with an Essential Preference Space}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11245}, } @inproceedings{aaai2023_finalmlp_3695, title = {{FinalMLP: An Enhanced Two-Stream MLP Model for CTR Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25577}, } @inproceedings{neurips2023_recommender_67226, title = {{Recommender Systems with Generative Retrieval}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72488}, } @inproceedings{aaai2019_transnfcm_99718, title = {{TransNFCM: Translation-Based Neural Fashion Compatibility Modeling}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/3811}, } @inproceedings{aaai2024_learning_6436, title = {{Learning Accurate and Bidirectional Transformation via Dynamic Embedding Transportation for Cross-Domain Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28728}, } @inproceedings{aaai2024_stem_7243, title = {{STEM: Unleashing the Power of Embeddings for Multi-Task Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28749}, } @inproceedings{aaai2024_learning_6489, title = {{Learning Time Slot Preferences via Mobility Tree for Next POI Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28697}, } @inproceedings{aaai2024_adaptive_5131, title = {{Adaptive Hardness Negative Sampling for Collaborative Filtering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28709}, } @inproceedings{aaai2024_vita_7741, title = {{VITA: ‘Carefully Chosen and Weighted Less’ Is Better in Medication Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28704}, } @inproceedings{aaai2024_temporally_7519, title = {{Temporally and Distributionally Robust Optimization for Cold-Start Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28721}, } @inproceedings{aaai2024_knowledge_6385, title = {{Knowledge-Aware Explainable Reciprocal Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28708}, } @inproceedings{aaai2025_augmenting_8185, title = {{Augmenting Sequential Recommendation with Balanced Relevance and Diversity}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33258}, } @inproceedings{neurips2024_end_70978, title = {{End-to-end Learnable Clustering for Intent Learning in Recommendation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96226}, } @inproceedings{aaai2024_preference_6980, title = {{Preference Aware Dual Contrastive Learning for Item Cold-Start Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28763}, } @inproceedings{aaai2024_practical_6975, title = {{Practical Sentiment Analysis for Education: The Power of Student Crowdsourcing}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30356}, } @inproceedings{aaai2024_dual_5762, title = {{Dual-View Whitening on Pre-trained Text Embeddings for Sequential Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28786}, } @inproceedings{aaai2024_sega_7275, title = {{SeGA: Preference-Aware Self-Contrastive Learning with Prompts for Anomalous User Detection on Twitter}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27752}, } @inproceedings{aaai2025_multiple_10073, title = {{Multiple Purchase Chains with Negative Transfer Elimination for Multi-Behavior Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33275}, } @inproceedings{aaai2024_at4ctr_5104, title = {{AT4CTR: Auxiliary Match Tasks for Enhancing Click-Through Rate Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28725}, } @inproceedings{aaai2024_trisampler_7655, title = {{TriSampler: A Better Negative Sampling Principle for Dense Retrieval}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28779}, } @inproceedings{aaai2025_future_9259, title = {{Future Sight and Tough Fights: Revolutionizing Sequential Recommendation with FENRec}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33287}, } @inproceedings{aaai2025_befa_8238, title = {{BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33266}, } @inproceedings{aaai2025_enhancing_8969, title = {{Enhancing Long-and Short-Term Representations for Next POI Recommendations via Frequency and Hierarchical Contrastive Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33248}, } @inproceedings{aaai2024_corerec_5511, title = {{CoreRec: A Counterfactual Correlation Inference for Next Set Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28711}, }