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Steven C. H. Hoi

  1. BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models
    2023/01/30 by Junnan Li, Dongxu Li, Li, Junnan +5 · 881 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Natural Language Processing Techniques
  2. BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
    2022/01/28 by Junnan Li, Li, Junnan, Dongxu Li +5 · 521 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Topic Modeling
  3. InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning
    2023/05/11 by Wenliang Dai, Dai, Wenliang, Junnan Li +15 · 397 citations
    Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  4. CodeT5+: Open Code Large Language Models for Code Understanding and Generation
    2023/05/13 by Yue Wang, Hung Le, Wang, Yue +10 · 2 voices · 47 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Programming Languages (cs.PL) #Text Readability and Simplification #Topic Modeling #cs.CL #cs.LG #cs.PL
  5. CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
    2021/09/02 by Yue Wang, Weishi Wang, Wang, Yue +5 · 138 citations
    Computer Science · #Advanced Malware Detection Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Programming Languages (cs.PL) #Software Engineering Research #Topic Modeling
  6. Align before Fuse: Vision and Language Representation Learning with Momentum Distillation
    2021/07/16 by Junnan Li, Li, Junnan, Ramprasaath R. Selvaraju +9 · 126 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Topic Modeling
  7. CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning
    2022/07/05 by H Le, Yue Wang, Le, Hung +7 · 65 citations
    Computer Science · #Software Engineering Research #Software Testing and Debugging Techniques #Software Reliability and Analysis Research
  8. BLIP-Diffusion: Pre-trained Subject Representation for Controllable Text-to-Image Generation and Editing
    2023/05/24 by Dongxu Li, Junnan Li, Li, Dongxu +3 · 61 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications
  9. Deep Learning for Person Re-identification: A Survey and Outlook
    2020/01/13 by Mang Ye, Jianbing Shen, Ye, Mang +9 · 37 citations
    Computer Science · #Video Surveillance and Tracking Methods #Advanced Neural Network Applications #Face recognition and analysis
  10. Prototypical Contrastive Learning of Unsupervised Representations
    2020/05/11 by Junnan Li, Li, Junnan, Pan Zhou +5 · 50 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Multimodal Machine Learning Applications
  11. Deep Learning for Image Super-resolution: A Survey
    2019/02/16 by Zhihao Wang, Wang, Zhihao, Jian Chen +3 · 29 citations
    Computer Science · Engineering · #Advanced Image Processing Techniques #Image Processing Techniques and Applications #Advanced Vision and Imaging
  12. Online Learning: A Comprehensive Survey
    2018/02/08 by Steven C. H. Hoi, Doyen Sahoo, Hoi, Steven C. H. +5 · 22 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms
  13. CodeTF: One-stop Transformer Library for State-of-the-art Code LLMs
    2023/05/31 by Nghi D. Q. Bui, Bui, Nghi D. Q., H Le +10 · 1 voice · 2 citations
    Computer Science · #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling #cs.AI #cs.SE
  14. Deep Learning for Image Super-Resolution: A Survey
    2020/03/23 by Zhihao Wang, Jian Chen, Steven C. H. Hoi · 29 citations
    Computer Science · Engineering · #Advanced Image Processing Techniques #Image Processing Techniques and Applications #Image and Signal Denoising Methods
  15. Deep Learning for Person Re-Identification: A Survey and Outlook
    2021/01/26 by Mang Ye, Jianbing Shen, Gaojie Lin +3 · 26 citations
    Computer Science · #Advanced Neural Network Applications #Human Pose and Action Recognition #Video Surveillance and Tracking Methods
  16. Towards Theoretically Understanding Why SGD Generalizes Better Than ADAM in Deep Learning
    2020/10/12 by Pan Zhou, Jiashi Feng, Zhou, Pan +9 · 10 citations
    Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
  17. Online learning: A comprehensive survey
    2021/04/30 by Steven C.H. Hoi, Steven C. H. Hoi, Doyen Sahoo +2 · 10 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #Machine Learning and Data Classification
  18. CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting
    2022/02/03 by Gerald Woo, Woo, Gerald, Chenghao Liu +6 · 10 citations
    Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Stock Market Forecasting Methods #Forecasting Techniques and Applications
  19. RAP-Gen: Retrieval-Augmented Patch Generation with CodeT5 for Automatic Program Repair
    2023/09/12 by Weishi Wang, Yue Wang, Wang, Weishi +5 · 13 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software Reliability and Analysis Research #Software Testing and Debugging Techniques
  20. CoMatch: Semi-supervised Learning with Contrastive Graph Regularization
    2020/11/23 by Junnan Li, Caiming Xiong, Li, Junnan +3 · 8 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #AI in cancer detection
  21. URLNet: Learning a URL Representation with Deep Learning for Malicious URL Detection
    2018/02/09 by H Le, Le, Hung, Quang Pham +5 · 6 citations
    Computer Science · Social Sciences · #Advanced Malware Detection Techniques #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Misinformation and Its Impacts #Spam and Phishing Detection
  22. Learning Fast and Slow for Online Time Series Forecasting
    2022/02/23 by Quang Pham, Pham, Quang, Chenghao Liu +5 · 7 citations
    Computer Science · #Time Series Analysis and Forecasting #Data Stream Mining Techniques #Neural Networks and Applications
  23. A Large-Scale Benchmark for Food Image Segmentation
    2021/05/12 by Xiongwei Wu, Xin Fu, Wu, Xiongwei +9 · 5 citations
    Biochemistry, Genetics and Molecular Biology · Engineering · Medicine · #Advanced Chemical Sensor Technologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Identification and Quantification in Food #Multimedia (cs.MM) #Nutritional Studies and Diet
  24. Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering
    2018/12/13 by Peng Gao, Peng, Gao, Zhengkai Jiang +11 · 5 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
  25. Online Deep Learning: Learning Deep Neural Networks on the Fly
    2017/11/10 by Doyen Sahoo, Quang Pham, Sahoo, Doyen +5 · 3 citations
    Computer Science · Decision Sciences · Environmental Science · #Advanced Bandit Algorithms Research #Air Quality Monitoring and Forecasting #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG)
  26. TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue
    2020/04/15 by Chien-Sheng Wu, Steven C. H. Hoi, Wu, Chien-Sheng +5 · 4 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Speech and dialogue systems #Text Readability and Simplification #Topic Modeling
  27. Cross-Modal Food Retrieval: Learning a Joint Embedding of Food Images and Recipes with Semantic Consistency and Attention Mechanism
    2020/03/09 by Hao Wang, Wang, Hao, Doyen Sahoo +11 · 3 citations
    Agricultural and Biological Sciences · Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Culinary Culture and Tourism #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Multimedia (cs.MM)
  28. RegNet: Self-Regulated Network for Image Classification
    2021/01/03 by Jing Xu, Xu, Jing, Pan Yu +9 · 3 citations
    Computer Science · Neuroscience · #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning and ELM #electronic engineering #information engineering
  29. Online Portfolio Selection: A Survey
    2012/12/10 by Bin Li, Steven C. H. Hoi, Li, Bin +1 · 2 citations
    Decision Sciences · Economics, Econometrics and Finance · #Advanced Bandit Algorithms Research #Financial Markets and Investment Strategies #Stock Market Forecasting Methods
  30. Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero Training
    2022/10/17 by Anthony Meng Huat Tiong, Junnan Li, Tiong, Anthony Meng Huat +7 · 4 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Human Pose and Action Recognition
  31. Learning Structural Representations for Recipe Generation and Food Retrieval
    2021/10/04 by Hao Wang, Guosheng Lin, Wang, Hao +5 · 3 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Multimodal Machine Learning Applications
  32. A Survey of Few-Shot Learning on Graphs: from Meta-Learning to Pre-Training and Prompt Learning
    2024/02/02 by Xingtong Yu, Yu, Xingtong, Yuan Fang +13 · 6 citations
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
  33. HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts
    2023/12/12 by Giang Do, Do, Giang, Khiem Le +18 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #Expert finding and Q&A systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Speech Recognition and Synthesis #Speech and Audio Processing
  34. Attribute-aware Pedestrian Detection in a Crowd
    2019/10/21 by Jialiang Zhang, Lixiang Lin, Zhang, Jialiang +11 · 2 citations
    Computer Science · #Video Surveillance and Tracking Methods #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications
  35. 3D and 4D World Modeling: A Survey
    2025/09/04 by Lingdong Kong, Kong, Lingdong, Yu Yang +43 · 1 voice · 23 citations
    #cs.CV #cs.RO
  36. Merlion: A Machine Learning Library for Time Series
    2021/09/20 by Aadyot Bhatnagar, Bhatnagar, Aadyot, Paul Kassianik +43 · 2 citations
    Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Software (cs.MS) #Time Series Analysis and Forecasting
  37. Detect-Localize-Repair: A Unified Framework for Learning to Debug with CodeT5
    2022/11/27 by Nghi D. Q. Bui, Bui, Nghi D. Q., Yue Wang +3 · 2 citations
    Computer Science · #Software Engineering Research #Software Testing and Debugging Techniques #Software System Performance and Reliability
  38. Multi-label Thoracic Disease Image Classification with Cross-Attention Networks
    2020/07/21 by Congbo Ma, Ma, Congbo, Hu Wang +3 · 2 citations
    Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Lung Cancer Diagnosis and Treatment #Phonocardiography and Auscultation Techniques
  39. On-Line Portfolio Selection with Moving Average Reversion
    2012/06/18 by Bin Li, Li, Bin, Steven C. H. Hoi +1 · 1 citation
    Decision Sciences · Economics, Econometrics and Finance · #Advanced Bandit Algorithms Research #Computational Engineering #FOS: Computer and information sciences #FOS: Economics and business #Finance #Machine Learning (cs.LG) #Portfolio Management (q-fin.PM) #Risk and Portfolio Optimization #Stochastic processes and financial applications #and Science (cs.CE)
  40. AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges
    2023/04/10 by Qian Cheng, Doyen Sahoo, Cheng, Qian +15 · 2 citations
    Business, Management and Accounting · Computer Science · Decision Sciences · #Big Data and Business Intelligence #Data Quality and Management #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Software Engineering (cs.SE) #Software System Performance and Reliability #and Cluster Computing (cs.DC)
  41. Explicit Memory Tracker with Coarse-to-Fine Reasoning for Conversational Machine Reading
    2020/05/26 by Yifan Gao, Gao, Yifan, Chien-Sheng Wu +13 · 2 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech and dialogue systems
  42. LOGO-Net: Large-scale Deep Logo Detection and Brand Recognition with Deep Region-based Convolutional Networks
    2015/11/08 by Steven C. H. Hoi, Xiongwei Wu, Hoi, Steven C. H. +11 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Visual Attention and Saliency Detection
  43. VD-BERT: A Unified Vision and Dialog Transformer with BERT
    2020/04/28 by Yue Wang, Wang, Yue, Shafiq Joty +9 · 2 citations
    Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning
  44. Decoupled DMD: CFG Augmentation as the Spear, Distribution Matching as the Shield
    2025/11/27 by Dongyang Liu, Peng Gao, Liu, Dongyang +18 · 7 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Advanced Neural Network Applications #Advanced Image and Video Retrieval Techniques
  45. UniConv: A Unified Conversational Neural Architecture for Multi-domain Task-oriented Dialogues
    2020/04/29 by Hung Lê, Le, Hung, Doyen Sahoo +7 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech Recognition and Synthesis #Speech and dialogue systems #Topic Modeling
  46. Decomposing Generation Networks with Structure Prediction for Recipe Generation
    2020/07/27 by Hao Wang, Guosheng Lin, Wang, Hao +5 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Video Analysis and Summarization
  47. MoPro: Webly Supervised Learning with Momentum Prototypes
    2020/09/17 by Junnan Li, Li, Junnan, Caiming Xiong +3 · 1 citation
    Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning and Data Classification
  48. Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues
    2021/03/01 by Hung Lê, Nancy F. Chen, Le, Hung +3 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
  49. OmniXAI: A Library for Explainable AI
    2022/06/01 by Wenzhuo Yang, Yang, Wenzhuo, Hung Lê +6 · 1 citation
    Computer Science · #Explainable Artificial Intelligence (XAI)
  50. Active Learning with Expert Advice
    2013/09/26 by Peilin Zhao, Zhao, Peilin, Steven C. H. Hoi +3 · 1 citation
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Machine Learning and Algorithms #Data Stream Mining Techniques
  51. High-Fidelity Two-Step Image Generation via Teacher-Aligned End-to-End Distillation
    2026/06/10 by Dongyang Liu, Ruoyi Du, David Liu +7 · 1 voice
    #cs.CV
  52. Photon: A Robust Cross-Domain Text-to-SQL System
    2020/07/30 by Jichuan Zeng, Zeng, Jichuan, Xi Lin +11 · 1 citation
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Web Data Mining and Analysis