Proceedings of the SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11, 2022

Distill-VQ: Learning Retrieval Oriented Vector Quantization By Distilling Knowledge from Dense Embeddings.

[BibT_eX]

[DOI]

Shitao Xiao

Proceedings of the SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11, 2022

BSAL: A Framework of Bi-component Structure and Attribute Learning for Link Prediction.

[BibT_eX]

[DOI]

Proceedings of the SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11, 2022

Forest-based Deep Recommender.

[BibT_eX]

[DOI]

Proceedings of the SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11, 2022

Improving Implicit Alternating Least Squares with Ring-based Regularization.

[BibT_eX]

[DOI]

Proceedings of the SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11, 2022

Resisting Graph Adversarial Attack via Cooperative Homophilous Augmentation.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Recommender Forest for Efficient Retrieval.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Graph Convolution Network based Recommender Systems: Learning Guarantee and Item Mixture Powered Strategy.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Cache-Augmented Inbatch Importance Resampling for Training Recommender Retriever.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

CreaGAN: An Automatic Creative Generation Framework for Display Advertising.

[BibT_eX]

[DOI]

Proceedings of the MM '22: The 30th ACM International Conference on Multimedia, Lisboa, Portugal, October 10, 2022

Self-Supervised Text Erasing with Controllable Image Synthesis.

[BibT_eX]

[DOI]

Proceedings of the MM '22: The 30th ACM International Conference on Multimedia, Lisboa, Portugal, October 10, 2022

Adversarial Cycle-Consistent Autoencoder for Category-Aware Out-of-Town Recommendation.

[BibT_eX]

[DOI]

Lijiao Qin

Defu Lian

Proceedings of the Knowledge Science, Engineering and Management, 2022

TMN: Trajectory Matching Networks for Predicting Similarity.

[BibT_eX]

[DOI]

Proceedings of the 38th IEEE International Conference on Data Engineering, 2022

Attention-Cooperated Reinforcement Learning for Multi-agent Path Planning.

[BibT_eX]

[DOI]

Jinchao Ma

Defu Lian

Proceedings of the Database Systems for Advanced Applications. DASFAA 2022 International Workshops, 2022

A Unified Transferable Model for ML-Enhanced DBMS.

[BibT_eX]

[DOI]

Proceedings of the 12th Conference on Innovative Data Systems Research, 2022

Investigating Data Variance in Evaluations of Automatic Machine Translation Metrics.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2022, 2022

Visualizing the Relationship Between Encoded Linguistic Information and Task Performance.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2022, 2022

Anisotropic Additive Quantization for Fast Inner Product Search.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Binarized graph neural network.

[BibT_eX]

[DOI]

World Wide Web, 2021

Product Quantized Collaborative Filtering.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2021

Discrete Matrix Factorization and Extension for Fast Item Recommendation.

[BibT_eX]

[DOI]

Defu Lian

Xing Xie

Enhong Chen

IEEE Trans. Knowl. Data Eng., 2021

Predicting Human Mobility with Reinforcement-Learning-Based Long-Term Periodicity Modeling.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2021

Rethinking Lifelong Sequential Recommendation with Incremental Multi-Interest Attention.

[BibT_eX]

[DOI]

CoRR, 2021

Hybrid Encoder: Towards Efficient and Precise Native AdsRecommendation via Hybrid Transformer Encoding Networks.

[BibT_eX]

[DOI]

CoRR, 2021

Search-oriented Differentiable Product Quantization.

[BibT_eX]

[DOI]

CoRR, 2021

Linear-Time Self Attention with Codeword Histogram for Efficient Recommendation.

[BibT_eX]

[DOI]

Proceedings of the WWW '21: The Web Conference 2021, 2021

A Hybrid Bandit Model with Visual Priors for Creative Ranking in Display Advertising.

[BibT_eX]

[DOI]

Proceedings of the WWW '21: The Web Conference 2021, 2021

Automated Creative Optimization for E-Commerce Advertising.

[BibT_eX]

[DOI]

Proceedings of the WWW '21: The Web Conference 2021, 2021

Federated Deep Knowledge Tracing.

[BibT_eX]

[DOI]

Proceedings of the WSDM '21, 2021

Fight Fire with Fire: Towards Robust Recommender Systems via Adversarial Poisoning Training.

[BibT_eX]

[DOI]

Proceedings of the SIGIR '21: The 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2021

xLightFM: Extremely Memory-Efficient Factorization Machine.

[BibT_eX]

[DOI]

Proceedings of the SIGIR '21: The 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2021

Learning Recommender Systems with Implicit Feedback via Soft Target Enhancement.

[BibT_eX]

[DOI]

Proceedings of the SIGIR '21: The 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2021

Meta-learning with an Adaptive Task Scheduler.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

GraphFormers: GNN-nested Transformers for Representation Learning on Textual Graph.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Traffic4cast at NeurIPS 2022 – Predict Dynamics along Graph Edges from Sparse Node Data: Whole City Traffic and ETA from Stationary Vehicle Detectors.

[BibT_eX]

[DOI]

Proceedings of the NeurIPS 2022 Competition Track, 2021

Triple Adversarial Learning for Influence based Poisoning Attack in Recommender Systems.

[BibT_eX]

[DOI]

Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

Online Additive Quantization.

[BibT_eX]

[DOI]

Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

Preference-Adaptive Meta-Learning for Cold-Start Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021

Matching-oriented Embedding Quantization For Ad-hoc Retrieval.

[BibT_eX]

[DOI]

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021

A Lightweight Knowledge Graph Embedding Framework for Efficient Inference and Storage.

[BibT_eX]

[DOI]

Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

Assessing Dialogue Systems with Distribution Distances.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: ACL/IJCNLP 2021, 2021

Efficient Optimal Selection for Composited Advertising Creatives with Tree Structure.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Reference-Based Framework for Spatio-Temporal Trajectory Compression and Query Processing.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2020

Collaborative Filtering With Ranking-Based Priors on Unknown Ratings.

[BibT_eX]

[DOI]

Jin Chen

Defu Lian

Kai Zheng

IEEE Intell. Syst., 2020

LightRec: A Memory and Search-Efficient Recommender System.

[BibT_eX]

[DOI]

Proceedings of the WWW '20: The Web Conference 2020, Taipei, Taiwan, April 20-24, 2020, 2020

Personalized Ranking with Importance Sampling.

[BibT_eX]

[DOI]

Defu Lian

Qi Liu

Enhong Chen

Proceedings of the WWW '20: The Web Conference 2020, Taipei, Taiwan, April 20-24, 2020, 2020

Learning to Transfer Graph Embeddings for Inductive Graph based Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 43rd International ACM SIGIR conference on research and development in Information Retrieval, 2020

Octopus: Comprehensive and Elastic User Representation for the Generation of Recommendation Candidates.

[BibT_eX]

[DOI]

Proceedings of the 43rd International ACM SIGIR conference on research and development in Information Retrieval, 2020

Sampling-Decomposable Generative Adversarial Recommender.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Geography-Aware Sequential Location Recommendation.

[BibT_eX]

[DOI]

Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

GoGNN: Graph of Graphs Neural Network for Predicting Structured Entity Interactions.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Online Optimized Product Quantization.

[BibT_eX]

[DOI]

Proceedings of the 20th IEEE International Conference on Data Mining, 2020

Predicting Human Mobility with Self-attention and Feature Interaction.

[BibT_eX]

[DOI]

Proceedings of the Web and Big Data - 4th International Joint Conference, 2020

Graph Convolutional Networks with Markov Random Field Reasoning for Social Spammer Detection.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

A Variational Point Process Model for Social Event Sequences.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Predicting Academic Performance for College Students: A Campus Behavior Perspective.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2019

A Novel User Representation Paradigm for Making Personalized Candidate Retrieval.

[BibT_eX]

[DOI]

CoRR, 2019

Binarized Collaborative Filtering with Distilling Graph Convolutional Networks.

[BibT_eX]

[DOI]

Haoyu Wang

Defu Lian

Yong Ge

CoRR, 2019

MCNE: An End-to-End Framework for Learning Multiple Conditional Network Representations of Social Network.

[BibT_eX]

[DOI]

Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

Graph Convolutional Networks on User Mobility Heterogeneous Graphs for Social Relationship Inference.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

Binarized Collaborative Filtering with Distilling Graph Convolutional Network.

[BibT_eX]

[DOI]

Haoyu Wang

Defu Lian

Yong Ge

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

International Workshop on Model Selection and Parameter Tuning in Recommender Systems.

[BibT_eX]

[DOI]

Fikret Sivrikaya

Sahin Albayrak

Defu Lian

Proceedings of the 28th ACM International Conference on Information and Knowledge Management, 2019

Adversarial Binary Collaborative Filtering for Implicit Feedback.

[BibT_eX]

[DOI]

Haoyu Wang

Nan Shao

Defu Lian

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

Improving One-Class Collaborative Filtering via Ranking-Based Implicit Regularizer.

[BibT_eX]

[DOI]

Jin Chen

Defu Lian

Kai Zheng

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

Preference-Aware Task Assignment in Spatial Crowdsourcing.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

GeoMF++: Scalable Location Recommendation via Joint Geographical Modeling and Matrix Factorization.

[BibT_eX]

[DOI]

ACM Trans. Inf. Syst., 2018

Scalable Content-Aware Collaborative Filtering for Location Recommendation.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2018

Jointly Recommending Library Books and Predicting Academic Performance: A Mutual Reinforcement Perspective.

[BibT_eX]

[DOI]

Defu Lian

Qi Liu

J. Comput. Sci. Technol., 2018

Advanced forecasting of career choices for college students based on campus big data.

[BibT_eX]

[DOI]

Frontiers Comput. Sci., 2018

Discrete Deep Learning for Fast Content-Aware Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining, 2018

Spatial-Aware Deep Recommender System.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE SmartWorld, 2018

Discrete Ranking-based Matrix Factorization with Self-Paced Learning.

[BibT_eX]

[DOI]

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

Neural Memory Streaming Recommender Networks with Adversarial Training.

[BibT_eX]

[DOI]

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

High-order Proximity Preserving Information Network Hashing.

[BibT_eX]

[DOI]

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

Binarized attributed network embedding.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2018

MT-MCD: A Multi-task Cognitive Diagnosis Framework for Student Assessment.

[BibT_eX]

[DOI]

Proceedings of the Database Systems for Advanced Applications, 2018

Attention-Based Transactional Context Embedding for Next-Item Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Sparse Modeling-Based Sequential Ensemble Learning for Effective Outlier Detection in High-Dimensional Numeric Data.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017

Mobile Check-In Recommendation.

[BibT_eX]

[DOI]

Defu Lian

Nicholas Jing Yuan

Proceedings of the Encyclopedia of GIS., 2017

Overview of the NLPCC-ICCPOL 2017 Shared Task: Social Media User Modeling.

[BibT_eX]

[DOI]

Fuzheng Zhang

Defu Lian

Xing Xie

Proceedings of the Natural Language Processing and Chinese Computing, 2017

Discrete Content-aware Matrix Factorization.

[BibT_eX]

[DOI]

Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017

Learning User's Intrinsic and Extrinsic Interests for Point-of-Interest Recommendation: A Unified Approach.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

Predicting Academic Performance via Semi-supervised Learning with Constructed Campus Social Network.

[BibT_eX]

[DOI]

Proceedings of the Database Systems for Advanced Applications, 2017

GPS-Simulated Trajectory Detection.

[BibT_eX]

[DOI]

Proceedings of the Database Systems for Advanced Applications, 2017

Discrete Personalized Ranking for Fast Collaborative Filtering from Implicit Feedback.

[BibT_eX]

[DOI]

Yan Zhang

Defu Lian

Guowu Yang

Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016

Predicting Social Status via Social Networks: A Case Study on University, Occupation, and Region.

[BibT_eX]

[DOI]

CoRR, 2016

Exploiting Dining Preference for Restaurant Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 25th International Conference on World Wide Web, 2016

Collaborative Knowledge Base Embedding for Recommender Systems.

[BibT_eX]

[DOI]

Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016

Sparse Bayesian Content-Aware Collaborative Filtering for Implicit Feedback.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

A Relaxed Ranking-Based Factor Model for Recommender System from Implicit Feedback.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Regularized Content-Aware Tensor Factorization Meets Temporal-Aware Location Recommendation.

[BibT_eX]

[DOI]

Proceedings of the IEEE 16th International Conference on Data Mining, 2016

Mutual Reinforcement of Academic Performance Prediction and Library Book Recommendation.

[BibT_eX]

[DOI]

Proceedings of the IEEE 16th International Conference on Data Mining, 2016

Constraint Free Preference Preserving Hashing for Fast Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Global Communications Conference, 2016

Forecasting Career Choice for College Students Based on Campus Big Data.

[BibT_eX]

[DOI]

Proceedings of the Web Technologies and Applications - 18th Asia-Pacific Web Conference, 2016

2015

Geo-social media data analytic for user modeling and location-based services.

[BibT_eX]

[DOI]

ACM SIGSPATIAL Special, 2015

Mining Location-based Social Networks: A Predictive Perspective.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 2015

Regularity and Conformity: Location Prediction Using Heterogeneous Mobility Data.

[BibT_eX]

[DOI]

Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Content-Aware Collaborative Filtering for Location Recommendation Based on Human Mobility Data.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Data Mining, 2015

Lifting the Predictability of Human Mobility on Activity Trajectories.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining Workshop, 2015

Mining consumer impulsivity from offline and online behavior.

[BibT_eX]

[DOI]

Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2015

2014

Mining Check-In History for Personalized Location Naming.

[BibT_eX]

[DOI]

Defu Lian

Xing Xie

ACM Trans. Intell. Syst. Technol., 2014

Indigenization of Urban Mobility.

[BibT_eX]

[DOI]

CoRR, 2014

Mining novelty-seeking trait across heterogeneous domains.

[BibT_eX]

[DOI]

Proceedings of the 23rd International World Wide Web Conference, 2014

Analyzing Location Predictability on Location-Based Social Networks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2014

GeoMF: joint geographical modeling and matrix factorization for point-of-interest recommendation.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

2013

Collaborative filtering meets next check-in location prediction.

[BibT_eX]

[DOI]

Defu Lian

Vincent Wenchen Zheng

Xing Xie

Proceedings of the 22nd International World Wide Web Conference, 2013

We know how you live: exploring the spectrum of urban lifestyles.

[BibT_eX]

[DOI]

Proceedings of the Conference on Online Social Networks, 2013

2012

Efficient processing of top-k queries: selective NRA algorithms.

[BibT_eX]

[DOI]

J. Intell. Inf. Syst., 2012

2011

Collaborative activity recognition via check-in history.

[BibT_eX]

[DOI]

Defu Lian

Xing Xie

Proceedings of the 2011 International Workshop on Location Based Social Networks, 2011

Learning location naming from user check-in histories.

[BibT_eX]

[DOI]

Defu Lian

Xing Xie

Proceedings of the 19th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2011

Defu Lian

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