A Comprehensive Survey on Transfer Learning

7 November 2019

Hengshu Zhu

Papers citing "A Comprehensive Survey on Transfer Learning"

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Title
Transfer Learning for Nonparametric Regression: Non-asymptotic Minimax Analysis and Adaptive Procedure T. T. Cai Hongming Pu 18 19 0 22 Jan 2024
A Hybrid Approach of Transfer Learning and Physics-Informed Modeling: Improving Dissolved Oxygen Concentration Prediction in an Industrial Wastewater Treatment Plant Ece S. Koksal Erdal Aydin PINN AI4CE 31 0 0 20 Jan 2024
A Systematic Evaluation of Euclidean Alignment with Deep Learning for EEG Decoding Bruna Junqueira Bruno Aristimunha Sylvain Chevallier Raphael Y. de Camargo 28 6 0 19 Jan 2024
3D Room Geometry Inference from Multichannel Room Impulse Response using Deep Neural Network Inmo Yeon Jung-Woo Choi 3DV 21 4 0 19 Jan 2024
Agricultural Object Detection with You Look Only Once (YOLO) Algorithm: A Bibliometric and Systematic Literature Review Chetan M. Badgujar Alwin Poulose Hao Gan 52 7 0 18 Jan 2024
Transfer Learning in Human Activity Recognition: A Survey Sourish Gunesh Dhekane Thomas Ploetz MU AI4TS 40 34 0 18 Jan 2024
Towards Identifiable Unsupervised Domain Translation: A Diversified Distribution Matching Approach Sagar Shrestha Xiao Fu 25 3 0 18 Jan 2024
Transferring Core Knowledge via Learngenes Fu Feng Jing Wang Xin Geng 56 6 0 16 Jan 2024
Jewelry Recognition via Encoder-Decoder Models José M. Alcalde-Llergo Enrique Yeguas-Bolivar Andrea Zingoni Alejandro Fuerte-Jurado 38 0 0 15 Jan 2024
Domain Adaptation for Time series Transformers using One-step fine-tuning Subina Khanal Seshu Tirupathi Giulio Zizzo Ambrish Rawat T. Pedersen AI4TS 42 3 0 12 Jan 2024
A Temporal-Spectral Fusion Transformer with Subject-Specific Adapter for Enhancing RSVP-BCI Decoding Xujin Li Wei Wei Shuang Qiu Huiguang He 37 1 0 12 Jan 2024
Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN Muhammad Ali Farooq Wang Yao Michael Schukat Mark A Little Peter Corcoran DiffM MedIm 34 11 0 10 Jan 2024
TIER: Text-Image Encoder-based Regression for AIGC Image Quality Assessment Jiquan Yuan Xinyan Cao Jinming Che Qinyuan Wang Sen Liang Wei Ren Jinlong Lin Xixin Cao EGVM 24 1 0 08 Jan 2024
Integration of physics-informed operator learning and finite element method for parametric learning of partial differential equations Shahed Rezaei Ahmad Moeineddin Michael Kaliske Markus Apel AI4CE 54 5 0 04 Jan 2024
Graph Neural Networks for Surfactant Multi-Property Prediction Christoforos Brozos Jan G. Rittig Sandip Bhattacharya Elie Akanny Christina Kohlmann Alexander Mitsos AI4CE 49 7 0 03 Jan 2024
Self-supervised learning for skin cancer diagnosis with limited training data Hamish Haggerty Rohitash Chandra 26 3 0 01 Jan 2024
Replica Tree-based Federated Learning using Limited Data Ramona Ghilea I. Rekik 27 0 0 28 Dec 2023
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection Huan Liu Zichang Tan Chuangchuang Tan Yunchao Wei Yao-Min Zhao Jingdong Wang ViT 34 44 0 27 Dec 2023
An Integrated Imitation and Reinforcement Learning Methodology for Robust Agile Aircraft Control with Limited Pilot Demonstration Data Gulay Goktas Sever Umut Demir A. S. Satir M. C. Sahin N. K. Üre 31 2 0 27 Dec 2023
Transfer and Alignment Network for Generalized Category Discovery Wenbin An Feng Tian Wenkai Shi Yan Chen Y. Wu Qianying Wang Ping Chen 33 9 0 27 Dec 2023
Selective-Memory Meta-Learning with Environment Representations for Sound Event Localization and Detection Jinbo Hu Yin Cao Ming Wu Qiuqiang Kong Feiran Yang Mark D. Plumbley Jun Yang 32 1 0 27 Dec 2023
Multi-Task Multi-Agent Shared Layers are Universal Cognition of Multi-Agent Coordination Jiawei Wang Jian Zhao Zhengtao Cao Ruili Feng Rongjun Qin Yang Yu 38 1 0 25 Dec 2023
Bayesian Transfer Learning Piotr M. Suder Jason Xu David B. Dunson 41 5 0 20 Dec 2023
H-ensemble: An Information Theoretic Approach to Reliable Few-Shot Multi-Source-Free Transfer Yanru Wu Jianning Wang Weida Wang Yang Li 16 3 0 19 Dec 2023
Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes Nabeel Seedat Nicolas Huynh B. V. Breugel M. Schaar 35 25 0 19 Dec 2023
A review of federated learning in renewable energy applications: Potential, challenges, and future directions Albin Grataloup Stefan Jonas Angela Meyer 45 3 0 18 Dec 2023
Domain adaption and physical constrains transfer learning for shale gas production Zhao-zhong Yang Liangjie Gou Chao Min Duo Yi Xiaogang Li Guo-quan Wen AI4CE 44 0 0 18 Dec 2023
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 62 23 0 16 Dec 2023
Morphological Profiling for Drug Discovery in the Era of Deep Learning Qiaosi Tang R. Ratnayake Gustavo Seabra Zhe Jiang Ruogu Fang ... Tamer Kahveci Jiang Bian Chenglong Li H. Luesch Yanjun Li 33 4 0 13 Dec 2023
GIST: Improving Parameter Efficient Fine Tuning via Knowledge Interaction Jiacheng Ruan Jingsheng Gao Mingye Xie Suncheng Xiang Zefang Yu Ting Liu Yuzhuo Fu MoE 56 4 0 12 Dec 2023
Not All Data Matters: An End-to-End Adaptive Dataset Pruning Framework for Enhancing Model Performance and Efficiency Suorong Yang Hongchao Yang Suhan Guo Shen Furao Jian Zhao 19 2 0 09 Dec 2023
Vision-based Learning for Drones: A Survey Jiaping Xiao Rangya Zhang Yuhang Zhang Mir Feroskhan 37 4 0 08 Dec 2023
Data Scarcity in Recommendation Systems: A Survey Zefeng Chen Wensheng Gan Jiayang Wu Kaixia Hu Hong Lin 36 21 0 08 Dec 2023
Enhancing Polynomial Chaos Expansion Based Surrogate Modeling using a Novel Probabilistic Transfer Learning Strategy Wyatt Bridgman Uma Balakrishnan Reese E. Jones Jiefu Chen Xuqing Wu C. Safta Yueqin Huang Mohammad Khalil 26 0 0 07 Dec 2023
Combining inherent knowledge of vision-language models with unsupervised domain adaptation through self-knowledge distillation Thomas Westfechtel Dexuan Zhang Tatsuya Harada VLM 28 2 0 07 Dec 2023
Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Victor G. Turrisi da Costa Nicola Dall’Asen Yiming Wang N. Sebe Elisa Ricci 51 3 0 05 Dec 2023
Are Synthetic Data Useful for Egocentric Hand-Object Interaction Detection? Rosario Leonardi Antonino Furnari Francesco Ragusa G. Farinella EgoV 28 3 0 05 Dec 2023
Rethinking the Domain Gap in Near-infrared Face Recognition Michail Tarasiou Jiankang Deng S. Zafeiriou 19 1 0 01 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 35 0 0 01 Dec 2023
Green Edge AI: A Contemporary Survey Yuyi Mao X. Yu Kaibin Huang Ying-Jun Angela Zhang Jun Zhang 49 17 0 01 Dec 2023
Developmental Pretraining (DPT) for Image Classification Networks Niranjan Rajesh Debayan Gupta VLM 28 0 0 01 Dec 2023
Initializing Models with Larger Ones Zhiqiu Xu Yanjie Chen Kirill Vishniakov Yida Yin Zhiqiang Shen Trevor Darrell Lingjie Liu Zhuang Liu 43 17 0 30 Nov 2023
Transfer Learning across Different Chemical Domains: Virtual Screening of Organic Materials with Deep Learning Models Pretrained on Small Molecule and Chemical Reaction Data Chengwei Zhang Yushuang Zhai Ziyang Gong Hongliang Duan Yuan-Bin She Yun-Fang Yang An Su 27 7 0 30 Nov 2023
Perception of Misalignment States for Sky Survey Telescopes with the Digital Twin and the Deep Neural Networks Miao Zhang Peng Jia Zhengyang Li Wennan Xiang Jiameng Lv Rui Sun 20 1 0 30 Nov 2023
Transfer Learning in Robotics: An Upcoming Breakthrough? A Review of Promises and Challenges Noémie Jaquier Michael C. Welle A. Gams Kunpeng Yao Bernardo Fichera A. Billard Aleš Ude Tamim Asfour Danica Kragic 43 14 0 29 Nov 2023
How much data do I need? A case study on medical data Ayse Betul Cengiz A. Mcgough 21 2 0 26 Nov 2023
Efficient Trigger Word Insertion Yueqi Zeng Ziqiang Li Pengfei Xia Lei Liu Bin Li AAML 23 5 0 23 Nov 2023
An annotated grain kernel image database for visual quality inspection Lei Fan Yiwen Ding Dongdong Fan Yong Wu Hongxia Chu Maurice Pagnucco Yang Song 34 2 0 20 Nov 2023
Continual Learning: Applications and the Road Forward Eli Verwimp Rahaf Aljundi Shai Ben-David Matthias Bethge Andrea Cossu ... Joost van de Weijer Bing Liu Vincenzo Lomonaco Tinne Tuytelaars Gido M. van de Ven CLL 48 45 0 20 Nov 2023
Pyramid Diffusion for Fine 3D Large Scene Generation Yuheng Liu Xinke Li Xueting Li Lu Qi Chongshou Li Ming-Hsuan Yang 78 16 0 20 Nov 2023