Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification.

[BibT_eX]

[DOI]

Adrian El Baz

André C. P. L. F. de Carvalho

CoRR, 2022

A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions.

[BibT_eX]

[DOI]

CoRR, 2022

Out-Of-Distribution Generalization on Graphs: A Survey.

[BibT_eX]

[DOI]

CoRR, 2022

Automated Graph Machine Learning: Approaches, Libraries and Directions.

[BibT_eX]

[DOI]

Xin Wang

Ziwei Zhang

Wenwu Zhu

CoRR, 2022

Multimodal Continual Graph Learning with Neural Architecture Search.

[BibT_eX]

[DOI]

Proceedings of the WWW '22: The ACM Web Conference 2022, Virtual Event, Lyon, France, April 25, 2022

Dynamic Graph Neural Networks Under Spatio-Temporal Distribution Shift.

[BibT_eX]

[DOI]

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

NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search.

[BibT_eX]

[DOI]

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

Learning Invariant Graph Representations for Out-of-Distribution Generalization.

[BibT_eX]

[DOI]

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

Module-Aware Optimization for Auxiliary Learning.

[BibT_eX]

[DOI]

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

CurML: A Curriculum Machine Learning Library.

[BibT_eX]

[DOI]

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

Curriculum-NAS: Curriculum Weight-Sharing Neural Architecture Search.

[BibT_eX]

[DOI]

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

AVQA: A Dataset for Audio-Visual Question Answering on Videos.

[BibT_eX]

[DOI]

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

FastPR: One-stage Semantic Person Retrieval via Self-supervised Learning.

[BibT_eX]

[DOI]

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

Dynamic Spatio-Temporal Modular Network for Video Question Answering.

[BibT_eX]

[DOI]

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

Video Grounding and Its Generalization.

[BibT_eX]

[DOI]

Xin Wang

Xiaohan Lan

Wenwu Zhu

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

Graph Neural Architecture Search Under Distribution Shifts.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

Large-Scale Graph Neural Architecture Search.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

Parametric Visual Program Induction with Function Modularization.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

DNA: Domain Generalization with Diversified Neural Averaging.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

Auxiliary Learning with Joint Task and Data Scheduling.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

RPITN: Review Based Preference Invariance Transfer Network for Cross-Domain Recommendation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Multimedia and Expo, 2022

NeurIPS’22 Cross-Domain MetaDL competition: Design and baseline results.

[BibT_eX]

[DOI]

Proceedings of the ECML/PKDD Workshop on Meta-Knowledge Transfer, 2022

Inter-and-Intra Domain Attention Relational Inference for Rack Temperature Prediction in Data Center.

[BibT_eX]

[DOI]

Proceedings of the Database Systems for Advanced Applications, 2022

Learning to Solve Travelling Salesman Problem with Hardness-Adaptive Curriculum.

[BibT_eX]

[DOI]

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

2021

Revisiting Transformation Invariant Geometric Deep Learning: Are Initial Representations All You Need?

[BibT_eX]

[DOI]

CoRR, 2021

AutoGL: A Library for Automated Graph Learning.

[BibT_eX]

[DOI]

CoRR, 2021

A Closer Look at Temporal Sentence Grounding in Videos: Datasets and Metrics.

[BibT_eX]

[DOI]

CoRR, 2021

Discrete Listwise Collaborative Filtering for Fast Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 2021 SIAM International Conference on Data Mining, 2021

Graph Differentiable Architecture Search with Structure Learning.

[BibT_eX]

[DOI]

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

Disentangled Contrastive Learning on Graphs.

[BibT_eX]

[DOI]

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

Curriculum Disentangled Recommendation with Noisy Multi-feedback.

[BibT_eX]

[DOI]

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

Not All Low-Pass Filters are Robust in Graph Convolutional Networks.

[BibT_eX]

[DOI]

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

Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification.

[BibT_eX]

[DOI]

Proceedings of the NeurIPS 2021 Competitions and Demonstrations Track, 2021

CFCR: A Convolution and Fusion Model for Cross-platform Recommendation.

[BibT_eX]

[DOI]

Shengze Yu

Xin Wang

Wenwu Zhu

Proceedings of the MMAsia '21: ACM Multimedia Asia, Gold Coast, Australia, December 1, 2021

A Closer Look at Temporal Sentence Grounding in Videos: Dataset and Metric.

[BibT_eX]

[DOI]

Proceedings of the HUMA'21: Proceedings of the 2nd International Workshop on Human-centric Multimedia Analysis, 2021

Out-of-distribution Generalization and Its Applications for Multimedia.

[BibT_eX]

[DOI]

Xin Wang

Peng Cui

Wenwu Zhu

Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

Automated Machine Learning on Graph.

[BibT_eX]

[DOI]

Xin Wang

Wenwu Zhu

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

Curriculum Meta-Learning for Next POI Recommendation.

[BibT_eX]

[DOI]

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

Automated Machine Learning on Graphs: A Survey.

[BibT_eX]

[DOI]

Ziwei Zhang

Xin Wang

Wenwu Zhu

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

AutoAttend: Automated Attention Representation Search.

[BibT_eX]

[DOI]

Chaoyu Guan

Xin Wang

Wenwu Zhu

Proceedings of the 38th International Conference on Machine Learning, 2021

Explainable Automated Graph Representation Learning with Hyperparameter Importance.

[BibT_eX]

[DOI]

Proceedings of the 38th International Conference on Machine Learning, 2021

Multimodal Disentangled Representation for Recommendation.

[BibT_eX]

[DOI]

Xin Wang

Hong Chen

Wenwu Zhu

Proceedings of the 2021 IEEE International Conference on Multimedia and Expo, 2021

GQNAS: Graph Q Network for Neural Architecture Search.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2021

Distilling Holistic Knowledge with Graph Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

AutoIAS: Automatic Integrated Architecture Searcher for Click-Trough Rate Prediction.

[BibT_eX]

[DOI]

Zhikun Wei

Xin Wang

Wenwu Zhu

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

Meta Hyperparameter Optimization with Adversarial Proxy Subsets Sampling.

[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

MetaDelta: A Meta-Learning System for Few-shot Image Classification.

[BibT_eX]

[DOI]

Proceedings of the AAAI Workshop on Meta-Learning and MetaDL Challenge, 2021

Automated Machine Learning and Meta-Learning for Multimedia

[BibT_eX]

[DOI]

Wenwu Zhu

Xin Wang

Springer, ISBN: 978-3-030-88131-3, 2021

2020

Multimedia Intelligence: When Multimedia Meets Artificial Intelligence.

[BibT_eX]

[DOI]

Wenwu Zhu

Xin Wang

Wen Gao

IEEE Trans. Multim., 2020

Multi-Modal Deep Analysis for Multimedia.

[BibT_eX]

[DOI]

Wenwu Zhu

Xin Wang

Hongzhi Li

IEEE Trans. Circuits Syst. Video Technol., 2020

A Comprehensive Survey on Curriculum Learning.

[BibT_eX]

[DOI]

Xin Wang

Yudong Chen

Wenwu Zhu

CoRR, 2020

Deep Learning for Learning Graph Representations.

[BibT_eX]

[DOI]

Wenwu Zhu

Xin Wang

Peng Cui

CoRR, 2020

MEmoR: A Dataset for Multimodal Emotion Reasoning in Videos.

[BibT_eX]

[DOI]

Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Boosting Visual Question Answering with Context-aware Knowledge Aggregation.

[BibT_eX]

[DOI]

Guohao Li

Xin Wang

Wenwu Zhu

Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Commonsense Learning: An Indispensable Path towards Human-centric Multimedia.

[BibT_eX]

[DOI]

Proceedings of the HuMA'20: Proceedings of the 1st International Workshop on Human-centric Multimedia Analysis, 2020

Multimedia Intelligence: When Multimedia Meets Artificial Intelligence.

[BibT_eX]

[DOI]

Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Disentangled Self-Supervision in Sequential Recommenders.

[BibT_eX]

[DOI]

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

Multi-modal Contextual Graph Neural Network for Text Visual Question Answering.

[BibT_eX]

[DOI]

Proceedings of the 25th International Conference on Pattern Recognition, 2020

Hardware-Aware Transformable Architecture Search with Efficient Search Space.

[BibT_eX]

[DOI]

Yuhang Jiang

Xin Wang

Wenwu Zhu

Proceedings of the IEEE International Conference on Multimedia and Expo, 2020

DGE: Deep Generative Network Embedding Based on Commonality and Individuality.

[BibT_eX]

[DOI]

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

2019

HAHE: Hierarchical Attentive Heterogeneous Information Network Embedding.

[BibT_eX]

[DOI]

CoRR, 2019

Compositional Coding for Collaborative Filtering.

[BibT_eX]

[DOI]

Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval, 2019

Semi-supervised Deep Quantization for Cross-modal Search.

[BibT_eX]

[DOI]

Xin Wang

Wenwu Zhu

Chenghao Liu

Proceedings of the 27th ACM International Conference on Multimedia, 2019

Cross-Modal Dual Learning for Sentence-to-Video Generation.

[BibT_eX]

[DOI]

Proceedings of the 27th ACM International Conference on Multimedia, 2019

Perceptual Visual Reasoning with Knowledge Propagation.

[BibT_eX]

[DOI]

Guohao Li

Xin Wang

Wenwu Zhu

Proceedings of the 27th ACM International Conference on Multimedia, 2019

AutoML and Meta-learning for Multimedia.

[BibT_eX]

[DOI]

Wenwu Zhu

Xin Wang

Wenpeng Zhang

Proceedings of the 27th ACM International Conference on Multimedia, 2019

Social Recommendation with Optimal Limited Attention.

[BibT_eX]

[DOI]

Xin Wang

Wenwu Zhu

Chenghao Liu

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

Disparity-preserved Deep Cross-platform Association for Cross-platform Video Recommendation.

[BibT_eX]

[DOI]

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

Disentangled Graph Convolutional Networks.

[BibT_eX]

[DOI]

Proceedings of the 36th International Conference on Machine Learning, 2019

Discrete Social Recommendation.

[BibT_eX]

[DOI]

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

2018

Joint User- and Event- Driven Stable Social Event Organization.

[BibT_eX]

[DOI]

Proceedings of the 2018 World Wide Web Conference on World Wide Web, 2018

PRRE: Personalized Relation Ranking Embedding for Attributed Networks.

[BibT_eX]

[DOI]

Proceedings of the 27th ACM International Conference on Information and Knowledge Management, 2018

2017

Learning Personalized Preference of Strong and Weak Ties for Social Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 26th International Conference on World Wide Web, 2017

Semi-supervised Clustering in Attributed Heterogeneous Information Networks.

[BibT_eX]

[DOI]

Proceedings of the 26th International Conference on World Wide Web, 2017

Interactive Social Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, 2017

2016

Dispersion Constraint Based Non-negative Sparse Coding Model.

[BibT_eX]

[DOI]

Neural Process. Lett., 2016

A new ISR method based on the combination of modified K-SVD model and RAMP algorithm.

[BibT_eX]

[DOI]

Neurocomputing, 2016

Dispersion constraint based non-negative sparse coding algorithm.

[BibT_eX]

[DOI]

Li Shang

Xin Wang

Zhan-Li Sun

Neurocomputing, 2016

Social Recommendation with Strong and Weak Ties.

[BibT_eX]

[DOI]

Proceedings of the 25th ACM International Conference on Information and Knowledge Management, 2016

Recommending Groups to Users Using User-Group Engagement and Time-Dependent Matrix Factorization.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015

Friend recommendation with content spread enhancement in social networks.

[BibT_eX]

[DOI]

Inf. Sci., 2015

2005

Intra-superframe power management for IEEE 802.15.3 WPAN.

[BibT_eX]

[DOI]

IEEE Commun. Lett., 2005

Xin Wang

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