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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
TALDS-Net: Task-Aware Adaptive Local Descriptors Selection for Few-shot Image Classification Qian Qiao Yu Xie Ziyin Zeng Fanzhang Li 99 3 0 09 Dec 2023
MPC-Inspired Reinforcement Learning for Verifiable Model-Free Control Yiwen Lu Zishuo Li Yihan Zhou Na Li Yilin Mo 62 2 0 08 Dec 2023
Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Qiwen Wang Da-Wei Zhou Yi-Kai Zhang De-Chuan Zhan Han-Jia Ye CLL 130 47 0 08 Dec 2023
Vision-based Learning for Drones: A Survey Jiaping Xiao Rangya Zhang Yuhang Zhang Mir Feroskhan 66 5 0 08 Dec 2023
TLCE: Transfer-Learning Based Classifier Ensembles for Few-Shot Class-Incremental Learning Shuangmei Wang Yang Cao Tieru Wu CLL 75 0 0 07 Dec 2023
On the adaptation of in-context learners for system identification Dario Piga F. Pura Marco Forgione 68 3 0 07 Dec 2023
The sample complexity of multi-distribution learning Binghui Peng 117 9 0 07 Dec 2023
Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning Abdullah Alchihabi Marzi Heidari Yuhong Guo 80 0 0 06 Dec 2023
Generalization to New Sequential Decision Making Tasks with In-Context Learning Sharath Chandra Raparthy Eric Hambro Robert Kirk Mikael Henaff Roberta Raileanu OffRL 189 24 0 06 Dec 2023
GeNIe: Generative Hard Negative Images Through Diffusion Soroush Abbasi Koohpayegani Anuj Singh K. Navaneet Hadi Jamali Rad Hamed Pirsiavash VLM DiffM 131 4 0 05 Dec 2023
Action Inference by Maximising Evidence: Zero-Shot Imitation from Observation with World Models Xingyuan Zhang Philip Becker-Ehmck Patrick van der Smagt Maximilian Karl 73 6 0 04 Dec 2023
HGPROMPT: Bridging Homogeneous and Heterogeneous Graphs for Few-shot Prompt Learning Xingtong Yu Yuan Fang Zemin Liu Xinming Zhang 98 37 0 04 Dec 2023
Fast and accurate sparse-view CBCT reconstruction using meta-learned neural attenuation field and hash-encoding regularization Heejun Shin Taehee Kim Jongho Lee S. Chun Seungryung Cho Dongmyung Shin 98 0 0 04 Dec 2023
MedXChat: A Unified Multimodal Large Language Model Framework towards CXRs Understanding and Generation Ling Yang Zhanyu Wang Zhenghao Chen Xinyu Liang Luping Zhou LM&MA MedIm 100 6 0 04 Dec 2023
Few-shot Shape Recognition by Learning Deep Shape-aware Features Wenlong Shi Changsheng Lu Ming Shao Yinjie Zhang Si-Yu Xia Piotr Koniusz 88 2 0 03 Dec 2023
Meta ControlNet: Enhancing Task Adaptation via Meta Learning Junjie Yang Jinze Zhao Peihao Wang Zhangyang Wang Yingbin Liang 126 3 0 03 Dec 2023
Meta-Learned Attribute Self-Interaction Network for Continual and Generalized Zero-Shot Learning Vinay Kumar Verma Nikhil Mehta Kevin J. Liang Aakansha Mishra Lawrence Carin BDL VLM 66 3 0 02 Dec 2023
$Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP$\mathbf{M^2}$C)$ Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP $\mathbf{M^2}$ C) Fei-Yu Guo Li Zhu YiKang Wang Han Qi 96 2 0 02 Dec 2023
Scalable Meta-Learning with Gaussian Processes Petru Tighineanu Lukas Großberger P. Baireuther Kathrin Skubch Stefan Falkner Julia Vinogradska Felix Berkenkamp 75 5 0 01 Dec 2023
Interpretable Meta-Learning of Physical Systems Matthieu Blanke Marc Lelarge AI4CE 94 7 0 01 Dec 2023
IMMA: Immunizing text-to-image Models against Malicious Adaptation Yijia Zheng Raymond A. Yeh 125 9 0 30 Nov 2023
Meta-Prior: Meta learning for Adaptive Inverse Problem Solvers Matthieu Terris Thomas Moreau 80 1 0 30 Nov 2023
Simple Semantic-Aided Few-Shot Learning Hai Zhang Junzhe Xu Shanlin Jiang Zhenan He VLM 95 8 0 30 Nov 2023
How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor H. Loya Łukasz Dudziak Abhinav Mehrotra Royson Lee Javier Fernandez-Marques Nicholas D. Lane Hongkai Wen OOD 98 0 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 100 14 0 29 Nov 2023
A Graph-Based Approach for Category-Agnostic Pose Estimation Or Hirschorn S. Avidan 128 13 0 29 Nov 2023
Explaining CLIP's performance disparities on data from blind/low vision users Daniela Massiceti Camilla Longden Agnieszka Slowik Samuel Wills Martin Grayson C. Morrison VLM 64 10 0 29 Nov 2023
Meta Co-Training: Two Views are Better than One Jay C. Rothenberger Dimitrios I. Diochnos VLM 168 3 0 29 Nov 2023
Towards Full-scene Domain Generalization in Multi-agent Collaborative Bird's Eye View Segmentation for Connected and Autonomous Driving Senkang Hu Zhengru Fang Xianhao Chen Yuguang Fang Sam Kwong 115 15 0 28 Nov 2023
Robust Transductive Few-shot Learning via Joint Message Passing and Prototype-based Soft-label Propagation Jiahui Wang Qin Xu Bo Jiang Bin Luo 95 0 0 28 Nov 2023
Graph Prompt Learning: A Comprehensive Survey and Beyond Xiangguo Sun Jiawen Zhang Xixi Wu Hong Cheng Yun Xiong Jia Li 108 58 0 28 Nov 2023
MultiGPrompt for Multi-Task Pre-Training and Prompting on Graphs Xingtong Yu Chang Zhou Yuan Fang Xinming Zhang 115 38 0 28 Nov 2023
Improving Denoising Diffusion Probabilistic Models via Exploiting Shared Representations Delaram Pirhayatifard Taha Toghani Guha Balakrishnan César A. Uribe DiffM 88 1 0 27 Nov 2023
Target-Free Compound Activity Prediction via Few-Shot Learning Peter Eckmann Jake Anderson Michael K. Gilson Rose Yu 74 1 0 27 Nov 2023
A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective Xianghua Xie Chen Hu Hanchi Ren Jingjing Deng FedML AAML 102 24 0 27 Nov 2023
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing Avigyan Bhattacharya Mainak Singha Ankit Jha Biplab Banerjee SSL VLM 85 6 0 27 Nov 2023
KOPPA: Improving Prompt-based Continual Learning with Key-Query Orthogonal Projection and Prototype-based One-Versus-All Quyen Tran Lam C. Tran Khoat Than Toan M. Tran Dinh Q. Phung Trung Le VLM 89 6 0 26 Nov 2023
Generalized Graph Prompt: Toward a Unification of Pre-Training and Downstream Tasks on Graphs Xingtong Yu Zhenghao Liu Yuan Fang Zemin Liu Sihong Chen Xinming Zhang 127 31 0 26 Nov 2023
Task adaption by biologically inspired stochastic comodulation Gauthier Boeshertz Caroline Haimerl Cristina Savin 59 0 0 25 Nov 2023
Exploring Causal Learning through Graph Neural Networks: An In-depth Review Simi Job Xiaohui Tao Taotao Cai Haoran Xie Lin Li Jianming Yong Qing Li CML AI4CE 83 5 0 25 Nov 2023
Eliminating Domain Bias for Federated Learning in Representation Space Jianqing Zhang Yang Hua Jian Cao Hao Wang Tao Song Zhengui Xue Ruhui Ma Haibing Guan FedML 113 35 0 25 Nov 2023
OpenNet: Incremental Learning for Autonomous Driving Object Detection with Balanced Loss Zezhou Wang Guitao Cao Xidong Xi Jiangtao Wang 143 0 0 25 Nov 2023
Efficient Open-world Reinforcement Learning via Knowledge Distillation and Autonomous Rule Discovery Ekaterina Nikonova Cheng Xue Jochen Renz CLL 69 1 0 24 Nov 2023
Task-Distributionally Robust Data-Free Meta-Learning Zixuan Hu Li Shen Zhenyi Wang Yongxian Wei Baoyuan Wu Chun Yuan Dacheng Tao OOD 63 0 0 23 Nov 2023
MetaFBP: Learning to Learn High-Order Predictor for Personalized Facial Beauty Prediction Luojun Lin Zhifeng Shen Jia-Li Yin Qipeng Liu Yuanlong Yu Weijie Chen CVBM 70 4 0 23 Nov 2023
Query by Activity Video in the Wild Tao Hu William Thong Pascal Mettes Cees G. M. Snoek 79 0 0 23 Nov 2023
Evaluating Pretrained models for Deployable Lifelong Learning Kiran Lekkala Eshan Bhargava Yunhao Ge Laurent Itti 22 0 0 22 Nov 2023
Benchmarking Toxic Molecule Classification using Graph Neural Networks and Few Shot Learning Bhavya Mehta Kush Kothari Reshmika Nambiar S. Shrawne 26 1 0 22 Nov 2023
MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Diffusion-based Synthesis via Meta-learning Yixin Liu Chenrui Fan Yutong Dai Xun Chen Pan Zhou Lichao Sun DiffM 105 23 0 22 Nov 2023
Exploring Graph Classification Techniques Under Low Data Constraints: A Comprehensive Study Kush Kothari Bhavya Mehta Reshmika Nambiar S. Shrawne 73 0 0 21 Nov 2023