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Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

9 March 2017

Pieter Abbeel

Papers citing "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"

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Title
Dual Meta-Learning with Longitudinally Generalized Regularization for One-Shot Brain Tissue Segmentation Across the Human Lifespan Yongheng Sun Fan Wang Jun Shu Haifeng Wang Li Meng C. Lian 62 2 0 13 Aug 2023
Influence Function Based Second-Order Channel Pruning-Evaluating True Loss Changes For Pruning Is Possible Without Retraining Hongrong Cheng Miao Zhang Javen Qinfeng Shi AAML 63 1 0 13 Aug 2023
A Sequential Meta-Transfer (SMT) Learning to Combat Complexities of Physics-Informed Neural Networks: Application to Composites Autoclave Processing Milad Ramezankhani A. Milani PINN 58 6 0 12 Aug 2023
Phoneme Hallucinator: One-shot Voice Conversion via Set Expansion Siyuan Shan Yang Li A. Banerjee Junier B. Oliva 74 7 0 11 Aug 2023
INR-Arch: A Dataflow Architecture and Compiler for Arbitrary-Order Gradient Computations in Implicit Neural Representation Processing Stefan Abi-Karam Rishov Sarkar Dejia Xu Zhiwen Fan Zhangyang Wang Cong Hao 49 4 0 11 Aug 2023
Cross-heterogeneity Graph Few-shot Learning Pengfei Ding Yan Wang Guanfeng Liu 59 3 0 10 Aug 2023
HyperCoil-Recon: A Hypernetwork-based Adaptive Coil Configuration Task Switching Network for MRI Reconstruction Sriprabha Ramanarayanan Mohammad Al Fahim R. G. S. Amrit Kumar Jethi Keerthi Ram M. Sivaprakasam 60 2 0 09 Aug 2023
Hierarchical Visual Primitive Experts for Compositional Zero-Shot Learning Haksub Kim Jiyoung Lee S. Park Kwanghoon Sohn CoGe 92 12 0 08 Aug 2023
PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation Zhu Liu Jinyuan Liu Ben-xi Zhang Long Ma Xin-Yue Fan Risheng Liu AAML 97 42 0 08 Aug 2023
Make Explicit Calibration Implicit: Calibrate Denoiser Instead of the Noise Model Xin Jin Jianqiang Xiao Linghao Han Chunle Guo Xialei Liu Chongyi Li Ruixun Zhang 103 3 0 07 Aug 2023
G-Mix: A Generalized Mixup Learning Framework Towards Flat Minima Xingyu Li Bo Tang AAML 53 0 0 07 Aug 2023
Boosting Few-shot 3D Point Cloud Segmentation via Query-Guided Enhancement Zhen-Hu Ning Zhuotao Tian Guangming Lu Wenjie Pei 3DPC 76 14 0 06 Aug 2023
M $^3$ Net: Multi-view Encoding, Matching, and Fusion for Few-shot Fine-grained Action Recognition Hao Tang Jun Liu Shuanglin Yan Rui Yan Zechao Li Jinhui Tang 92 41 0 06 Aug 2023
Meta-learning in healthcare: A survey Alireza Rafiei Ronald Moore S. Jahromi F. Hajati Rishikesan Kamaleswaran 98 9 0 05 Aug 2023
DaMSTF: Domain Adversarial Learning Enhanced Meta Self-Training for Domain Adaptation Menglong Lu Zhen Huang Yunxiang Zhao Zhiliang Tian Yang Liu Dongsheng Li 69 6 0 05 Aug 2023
Meta-Tsallis-Entropy Minimization: A New Self-Training Approach for Domain Adaptation on Text Classification Menglong Lu Zhen Huang Zhiliang Tian Yunxiang Zhao Xuanyu Fei Dongsheng Li OOD 78 5 0 04 Aug 2023
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects Jiapu Wang Boyue Wang M. Qiu Shirui Pan Bo Xiong ... Linhao Luo Tengfei Liu Yongli Hu Baocai Yin Wen Gao 85 22 0 04 Aug 2023
An Introduction to Bi-level Optimization: Foundations and Applications in Signal Processing and Machine Learning Yihua Zhang Prashant Khanduri Ioannis C. Tsaknakis Yuguang Yao Min-Fong Hong Sijia Liu AI4CE 115 31 0 01 Aug 2023
Adaptive Semantic Consistency for Cross-domain Few-shot Classification Hengchu Lu Yuanjie Shao Xiang Wang Changxin Gao 65 1 0 01 Aug 2023
Towards More Human-like AI Communication: A Review of Emergent Communication Research Nicolo’ Brandizzi 87 16 0 01 Aug 2023
BiERL: A Meta Evolutionary Reinforcement Learning Framework via Bilevel Optimization Junyi Wang Yuanyang Zhu Zhi Wang Yan Zheng Jianye Hao Chun-Han Chen OffRL 72 0 0 01 Aug 2023
Doubly Robust Instance-Reweighted Adversarial Training Daouda Sow Sen-Fon Lin Zhangyang Wang Yitao Liang AAML OOD 100 2 0 01 Aug 2023
Discovering Adaptable Symbolic Algorithms from Scratch Stephen Kelly Daniel S. Park Xingyou Song Mitchell McIntire Pranav Nashikkar ... W. Banzhaf Kalyanmoy Deb Vishnu Boddeti Jie Tan Esteban Real 81 5 0 31 Jul 2023
Image Synthesis under Limited Data: A Survey and Taxonomy Mengping Yang Zhe Wang 93 10 0 31 Jul 2023
Lookbehind-SAM: k steps back, 1 step forward Gonçalo Mordido Pranshu Malviya A. Baratin Sarath Chandar AAML 90 1 0 31 Jul 2023
MetaDiff: Meta-Learning with Conditional Diffusion for Few-Shot Learning Baoquan Zhang Chuyao Luo Demin Yu Huiwei Lin Xutao Li Yunming Ye Bowen Zhang DiffM 137 46 0 31 Jul 2023
Few-shot Image Classification based on Gradual Machine Learning Nanway Chen Xianming Kuang Feiyu Liu K. Wang Qun Chen CLL VLM 77 3 0 28 Jul 2023
Cross-Modal Concept Learning and Inference for Vision-Language Models Yi Zhang Ce Zhang Yushun Tang Z. He VLM MLLM CLIP 74 16 0 28 Jul 2023
Task-Oriented Channel Attention for Fine-Grained Few-Shot Classification Subeen Lee WonJun Moon Hyun Seok Seong Jae-Pil Heo 88 1 0 28 Jul 2023
DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation Kai Zheng Huishuai Zhang Weiran Huang 64 8 0 28 Jul 2023
EqGAN: Feature Equalization Fusion for Few-shot Image Generation Yingbo Zhou Zhihao Yue Yutong Ye Pengyu Zhang Xian Wei Mingsong Chen 94 1 0 27 Jul 2023
GenCo: An Auxiliary Generator from Contrastive Learning for Enhanced Few-Shot Learning in Remote Sensing Jing Wu N. Hovakimyan Jennifer Hobbs 72 14 0 27 Jul 2023
Reinforcement Learning by Guided Safe Exploration Qisong Yang T. D. Simão N. Jansen Simon Tindemans M. Spaan OffRL OnRL 76 5 0 26 Jul 2023
A Survey on Generative Modeling with Limited Data, Few Shots, and Zero Shot Milad Abdollahzadeh Touba Malekzadeh Christopher T. H. Teo Keshigeyan Chandrasegaran Guimeng Liu Ngai-Man Cheung VLM MedIm 129 24 0 26 Jul 2023
METAVerse: Meta-Learning Traversability Cost Map for Off-Road Navigation Junwon Seo Taekyung Kim Seongyong Ahn K. Kwak 88 0 0 26 Jul 2023
Regularizing Neural Networks with Meta-Learning Generative Models Shin'ya Yamaguchi Daiki Chijiwa Sekitoshi Kanai Atsutoshi Kumagai H. Kashima 79 5 0 26 Jul 2023
ClusterSeq: Enhancing Sequential Recommender Systems with Clustering based Meta-Learning Mohammmadmahdi Maheri R. Abdollahzadeh Bardia Mohammadi Mina Rafiei J. Habibi Hamid R. Rabiee 53 0 0 25 Jul 2023
NormAUG: Normalization-guided Augmentation for Domain Generalization Lei Qi Hongpeng Yang Yinghuan Shi Xin Geng OOD 101 13 0 25 Jul 2023
Cos R-CNN for Online Few-shot Object Detection G. P. Data Henry Howard-Jenkins D. W. Murray V. Prisacariu ObjD 41 1 0 25 Jul 2023
Achieving Linear Speedup in Decentralized Stochastic Compositional Minimax Optimization Hongchang Gao 86 1 0 25 Jul 2023
ICF-SRSR: Invertible scale-Conditional Function for Self-Supervised Real-world Single Image Super-Resolution Reyhaneh Neshatavar Mohsen Yavartanoo Sanghyun Son Kyoung Mu Lee 63 7 0 24 Jul 2023
Remote Bio-Sensing: Open Source Benchmark Framework for Fair Evaluation of rPPG Daeyeol Kim Eunsu Goh Kwangkee Lee J. Chae JongHyeon Mun Junyeong Na Chae-Bong Sohn Do-Yup Kim 47 0 0 24 Jul 2023
A meta learning scheme for fast accent domain expansion in Mandarin speech recognition Z. Zhu Changhao Shan Bihong Zhang Jian Yu 70 0 0 23 Jul 2023
Expert Knowledge-Aware Image Difference Graph Representation Learning for Difference-Aware Medical Visual Question Answering Xinyue Hu Lin Gu Qi A. An Mengliang Zhang Liangchen Liu Kazuma Kobayashi Tatsuya Harada Ronald M. Summers Yingying Zhu MedIm 78 31 0 22 Jul 2023
Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological Images Saypraseuth Mounsaveng I. Laradji David Vázquez M. Pedersoli Ismail Ben Ayed OOD 50 1 0 21 Jul 2023
JoinGym: An Efficient Query Optimization Environment for Reinforcement Learning Kaiwen Wang Junxiong Wang Yueying Li Nathan Kallus Immanuel Trummer Wen Sun GP 120 2 0 21 Jul 2023
Robust Visual Question Answering: Datasets, Methods, and Future Challenges Jie Ma Pinghui Wang Dechen Kong Zewei Wang Jun Liu Hongbin Pei Junzhou Zhao OOD 126 23 0 21 Jul 2023
CLR: Channel-wise Lightweight Reprogramming for Continual Learning Yunhao Ge Yuecheng Li Shuo Ni Jiaping Zhao Ming-Hsuan Yang Laurent Itti CLL 95 12 0 21 Jul 2023
Bridging the Reality Gap of Reinforcement Learning based Traffic Signal Control using Domain Randomization and Meta Learning Arthur Muller M. Sabatelli 43 3 0 21 Jul 2023
A Definition of Continual Reinforcement Learning David Abel André Barreto Benjamin Van Roy Doina Precup H. V. Hasselt Satinder Singh CLL 99 83 0 20 Jul 2023