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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
PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing Rates Junjie Shi Caozhi Shang Zhaobin Sun Li Yu Xin Yang Zengqiang Yan 84 6 0 20 Jul 2024
Meta-GPS++: Enhancing Graph Meta-Learning with Contrastive Learning and Self-Training Yuqi Liu Mengyu Li Ximing Li Lan Huang Fausto Giunchiglia Yanchun Liang Xiaoyue Feng Renchu Guan SSL 102 4 0 20 Jul 2024
MetaAug: Meta-Data Augmentation for Post-Training Quantization Cuong Pham Hoang Anh Dung Cuong C. Nguyen Trung Le Dinh Q. Phung Gustavo Carneiro Thanh-Toan Do MQ 83 0 0 20 Jul 2024
A Comprehensive Review of Few-shot Action Recognition Yuyang Wanyan Xiaoshan Yang Weiming Dong Changsheng Xu VLM 171 4 0 20 Jul 2024
Personalized Multi-tier Federated Learning Sourasekhar Banerjee Ali Dadras A. Yurtsever Monowar Bhuyan FedML 106 3 0 19 Jul 2024
Self-Supervised Video Representation Learning in a Heuristic Decoupled Perspective Changwen Zheng Wenwen Qiang Jianqi Zhang Changwen Zheng Jingyao Wang SSL 111 0 0 19 Jul 2024
Adaptive Cascading Network for Continual Test-Time Adaptation Kien X. Nguyen Fengchun Qiao Xi Peng TTA CLL VLM 76 1 0 17 Jul 2024
Base Models for Parabolic Partial Differential Equations Xingzi Xu Ali Hasan Jie Ding Vahid Tarokh 84 2 0 17 Jul 2024
Siamese Transformer Networks for Few-shot Image Classification Weihao Jiang Shuoxi Zhang Kun He ViT 108 0 0 16 Jul 2024
A Meta-Learning Approach for Multi-Objective Reinforcement Learning in Sustainable Home Environments Junlin Lu Patrick Mannion Karl Mason 82 0 0 16 Jul 2024
Graceful task adaptation with a bi-hemispheric RL agent Grant Nicholas L. Kuhlmann Gideon Kowadlo 77 0 0 16 Jul 2024
Deep Diffusion Image Prior for Efficient OOD Adaptation in 3D Inverse Problems Hyungjin Chung Jong Chul Ye DiffM 110 7 0 15 Jul 2024
Learning to Unlearn for Robust Machine Unlearning Mark He Huang Lin Geng Foo Jun Liu MU 102 12 0 15 Jul 2024
Make-An-Agent: A Generalizable Policy Network Generator with Behavior-Prompted Diffusion Yongyuan Liang Tingqiang Xu Kaizhe Hu Guangqi Jiang Furong Huang Huazhe Xu VGen LM&Ro DiffM 99 4 0 15 Jul 2024
Towards Adapting Reinforcement Learning Agents to New Tasks: Insights from Q-Values Ashwin Ramaswamy Ransalu Senanayake 63 0 0 14 Jul 2024
Model-Agnostic Approximation of Constrained Forest Problems Corinna Coupette Alipasha Montaseri Christoph Lenzen 27 0 0 14 Jul 2024
AutoGRAMS: Autonomous Graphical Agent Modeling Software Ben Krause Lucia Chen Emmanuel Kahembwe 65 1 0 14 Jul 2024
Domain-adaptive Video Deblurring via Test-time Blurring Jin-Ting He Fu-Jen Tsai Jia-Hao Wu Yan-Tsung Peng Chung-Chi Tsai Chia-Wen Lin Yen-Yu Lin 107 1 0 12 Jul 2024
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community Yan Liu Bin Guo Nuo Li Yasan Ding Zhouyangzi Zhang Zhiwen Yu 138 1 0 09 Jul 2024
Regret Analysis of Multi-task Representation Learning for Linear-Quadratic Adaptive Control Bruce D. Lee Leonardo F. Toso Thomas T. Zhang James Anderson Nikolai Matni 89 2 0 08 Jul 2024
DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition Fei-Yu Guo YiKang Wang Han Qi Li Zhu Jing Sun 113 2 0 08 Jul 2024
GenFollower: Enhancing Car-Following Prediction with Large Language Models Xianda Chen Mingxing Peng PakHin Tiu Yuanfei Wu Junjie Chen Meixin Zhu Xinhu Zheng 77 7 0 08 Jul 2024
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning Xiaojie Li Yibo Yang Jianlong Wu Guohao Li Ming-Hsuan Yang Liqiang Nie M. Zhang Mamba 101 6 0 08 Jul 2024
Federated Knowledge Transfer Fine-tuning Large Server Model with Resource-Constrained IoT Clients Shaoyuan Chen Linlin You Rui Liu Shuo Yu A. Abdelmoniem 95 0 0 07 Jul 2024
Communication and Control Co-Design in 6G: Sequential Decision-Making with LLMs Xianfu Chen Celimuge Wu Yi Shen Yusheng Ji Tsutomu Yoshinaga Qiang Ni Charilaos C. Zarakovitis Honggang Zhang 87 3 0 06 Jul 2024
Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic Transformations Matthias Lindemann Alexander Koller Ivan Titov AI4CE NAI 73 4 0 05 Jul 2024
Learning to (Learn at Test Time): RNNs with Expressive Hidden States Yu Sun Xinhao Li Karan Dalal Jiarui Xu Arjun Vikram ... Xinlei Chen Xiaolong Wang Sanmi Koyejo Tatsunori Hashimoto Carlos Guestrin 145 113 0 05 Jul 2024
Text2TimeSeries: Enhancing Financial Forecasting through Time Series Prediction Updates with Event-Driven Insights from Large Language Models Litton J. Kurisinkel Pruthwik Mishra Yue Zhang 101 5 0 04 Jul 2024
Simultaneous System Identification and Model Predictive Control with No Dynamic Regret Hongyu Zhou Vasileios Tzoumas 172 5 0 04 Jul 2024
E2MPL:An Enduring and Efficient Meta Prompt Learning Framework for Few-shot Unsupervised Domain Adaptation Wanqi Yang Haoran Wang Lei Wang Ge Song Yang Gao Yang Gao 92 0 0 04 Jul 2024
Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios Patricia A. Apellániz Ana Jiménez Borja Arroyo Galende J. Parras Santiago Zazo 115 1 0 03 Jul 2024
SMILe: Leveraging Submodular Mutual Information For Robust Few-Shot Object Detection Anay Majee Ryan Sharp Rishabh K. Iyer 103 1 0 02 Jul 2024
Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts Pasquale De Marinis Nicola Fanelli Raffaele Scaringi Emanuele Colonna Giuseppe Fiameni G. Vessio Giovanna Castellano MLLM VLM 77 2 0 02 Jul 2024
Unleash the Power of Local Representations for Few-Shot Classification Shi Tang Guiming Luo Xinchen Ye Zhiyi Xia 64 0 0 02 Jul 2024
Core Knowledge Learning Framework for Graph Adaptation and Scalability Learning Bowen Zhang Zhichao Huang Genan Dai Guangning Xu Xiaomao Fan Hu Huang 82 0 0 02 Jul 2024
Domain Generalizable Knowledge Tracing via Concept Aggregation and Relation-Based Attention Yuquan Xie Wanqi Yang Jinyu Wei Ming Yang Yang Gao AI4Ed 105 1 0 02 Jul 2024
Sparse Diffusion Policy: A Sparse, Reusable, and Flexible Policy for Robot Learning Yixiao Wang Yifei Zhang Mingxiao Huo Ran Tian Xiang Zhang ... Chenfeng Xu Pengliang Ji Wei Zhan Mingyu Ding Masayoshi Tomizuka MoE 126 23 0 01 Jul 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 134 11 0 28 Jun 2024
Learning Modality Knowledge Alignment for Cross-Modality Transfer Wenxuan Ma Shuang Li Lincan Cai Jingxuan Kang 81 2 0 27 Jun 2024
"Glue pizza and eat rocks" -- Exploiting Vulnerabilities in Retrieval-Augmented Generative Models Zhen Tan Chengshuai Zhao Raha Moraffah Yifan Li Song Wang Jundong Li Tianlong Chen Huan Liu SILM 101 25 0 26 Jun 2024
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation Dunyuan Xu Xi Wang Jingyang Zhang Pheng-Ann Heng MedIm CLL 156 0 0 26 Jun 2024
OCCAM: Online Continuous Controller Adaptation with Meta-Learned Models Hersh Sanghvi Spencer Folk Camillo J Taylor 94 3 0 25 Jun 2024
The Balanced-Pairwise-Affinities Feature Transform Daniel Shalam Simon Korman 108 1 0 25 Jun 2024
Data-driven Modeling in Metrology -- A Short Introduction, Current Developments and Future Perspectives Linda-Sophie Schneider Patrick Krauss N. Schiering Christopher Syben Richard Schielein Andreas Maier AI4CE 90 3 0 24 Jun 2024
Cross-domain Transfer of Valence Preferences via a Meta-optimization Approach Chuang Zhao Hongke Zhao Ming He Xiaomeng Li Jianping Fan 75 0 0 24 Jun 2024
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting Tiange Zhang Qing Cai Feng Gao Lin Qi Junyu Dong 98 2 0 24 Jun 2024
F-FOMAML: GNN-Enhanced Meta-Learning for Peak Period Demand Forecasting with Proxy Data Zexing Xu Linjun Zhang Sitan Yang Rasoul Etesami Hanghang Tong Huan Zhang Jiawei Han AI4TS 87 4 0 23 Jun 2024
MetaFollower: Adaptable Personalized Autonomous Car Following Xianda Chen Kehua Chen Meixin Zhu Hao Yang Shaojie Shen Xuesong Wang Yinhai Wang 120 5 0 23 Jun 2024
Towards Exact Computation of Inductive Bias Akhilan Boopathy William Yue Jaedong Hwang Abhiram Iyer Ila Fiete 96 0 0 22 Jun 2024
Privacy Preserved Blood Glucose Level Cross-Prediction: An Asynchronous Decentralized Federated Learning Approach Chengzhe Piao Taiyu Zhu Yu Wang S. Baldeweg Paul Taylor Pantelis Georgiou Jiahao Sun Jun Wang Kezhi Li FedML 76 0 0 21 Jun 2024