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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
Learning to Adapt to Low-Resource Paraphrase Generation Zhigen Li Yanmeng Wang Rizhao Fan Ye Wang Jianfeng Li Shaojun Wang 162 4 0 22 Dec 2024
ErasableMask: A Robust and Erasable Privacy Protection Scheme against Black-box Face Recognition Models Sipeng Shen Yunming Zhang Dengpan Ye Xiuwen Shi Long Tang Haoran Duan Yueyun Shang Zhihong Tian AAML PICV 233 0 0 22 Dec 2024
UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning Long Zhou Fereshteh Shakeri Aymen Sadraoui Mounir Kaaniche J. Pesquet Ismail Ben Ayed VLM 188 0 0 21 Dec 2024
LEARN: A Unified Framework for Multi-Task Domain Adapt Few-Shot Learning Bharadwaj Ravichandran Alexander Lynch S. Brockman Brandon RichardWebster Dawei Du A. Hoogs Christopher Funk ObjD VLM 166 0 0 20 Dec 2024
Towards Generalist Robot Policies: What Matters in Building Vision-Language-Action Models Xinghang Li Peiyan Li Minghuan Liu Dong Wang Jirong Liu Bingyi Kang Xiao Ma Tao Kong Hanbo Zhang Huaping Liu LM&Ro 180 25 0 18 Dec 2024
Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learning Julien Audiffren Christophe Broillet Ljiljana Dolamic Philippe Cudré-Mauroux 114 0 0 18 Dec 2024
MetaRuleGPT: Recursive Numerical Reasoning of Language Models Trained with Simple Rules Kejie Chen Lin Wang Qinghai Zhang Renjun Xu ReLM LRM 99 0 0 18 Dec 2024
Level-Set Parameters: Novel Representation for 3D Shape Analysis Huan Lei Hongdong Li Andreas Geiger Anthony Dick 137 0 0 18 Dec 2024
ConDo: Continual Domain Expansion for Absolute Pose Regression Zijun Li Z. Cai B. Yang Xuelun Shen Siqi Shen Xiaoliang Fan Michael Paulitsch Cheng-Yu Wang CLL 153 0 0 18 Dec 2024
Spatio-Temporal Fuzzy-oriented Multi-Modal Meta-Learning for Fine-grained Emotion Recognition Wenwen Qiang Yuxuan Yang Jingyao Wang Changwen Zheng 155 0 0 18 Dec 2024
CRoF: CLIP-based Robust Few-shot Learning on Noisy Labels Shizhuo Deng Bowen Han Jiaqi Chen Hao Wang Dongyue Chen Tong Jia VLM NoLa 151 0 0 17 Dec 2024
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning Chengyan Liu Linglan Zhao Fan Lyu Kaile Du Fuyuan Hu Tao Zhou CLL 184 0 0 17 Dec 2024
Aspect-Based Few-Shot Learning Tim van Engeland Lu Yin Vlado Menkovski 213 0 0 17 Dec 2024
Memory-Reduced Meta-Learning with Guaranteed Convergence Honglin Yang Ji Ma Xiao Yu 131 0 0 16 Dec 2024
On the Ability of Deep Networks to Learn Symmetries from Data: A Neural Kernel Theory Andrea Perin Stéphane Deny 138 2 0 16 Dec 2024
Meta Curvature-Aware Minimization for Domain Generalization Zhaoyu Chen Yiwen Ye Feilong Tang Yongsheng Pan Yong-quan Xia BDL 449 1 0 16 Dec 2024
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning Pengfei Fang Yongchun Qin H. Xue CLL 125 0 0 15 Dec 2024
LAN: Learning to Adapt Noise for Image Denoising Changjin Kim Tae Hyun Kim Sungyong Baik 164 4 0 14 Dec 2024
Advances in Transformers for Robotic Applications: A Review Nikunj Sanghai Nik Bear Brown AI4CE 148 0 0 13 Dec 2024
Geo-LLaVA: A Large Multi-Modal Model for Solving Geometry Math Problems with Meta In-Context Learning Shihao Xu Yiyang Luo Wei Shi LRM ReLM 123 3 0 12 Dec 2024
Motor Imagery Classification for Asynchronous EEG-Based Brain-Computer Interfaces Huanyu Wu Siyang Li Dongrui Wu 150 6 0 12 Dec 2024
ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning Hongshu Guo Zeyuan Ma Jiacheng Chen Yining Ma Zhiguang Cao Xinglin Zhang Yue-Jiao Gong 128 4 0 10 Dec 2024
DiffCLIP: Few-shot Language-driven Multimodal Classifier Jiaqing Zhang Mingxiang Cao Xue Yang Kai Jiang Yunsong Li VLM 123 0 0 10 Dec 2024
Multi-Level Correlation Network For Few-Shot Image Classification Yunkai Dang Hao Fei Zhengyu Chen Xinliang Zhang Zheng Wang Meijun Sun Donglin Wang 150 2 0 04 Dec 2024
Task-driven Image Fusion with Learnable Fusion Loss Haowen Bai Jiangshe Zhang Zixiang Zhao Yichen Wu Lilun Deng Yukun Cui Tao Feng Shuang Xu 209 2 0 04 Dec 2024
Human-Machine Interfaces for Subsea Telerobotics: From Soda-straw to Natural Language Interactions Adnan Abdullah Ruo Chen David Blow Thanakon Uthai Eric Jing Du Md Jahidul Islam 195 1 0 02 Dec 2024
Learn to Unlearn: Meta-Learning-Based Knowledge Graph Embedding Unlearning Naixing Xu Qian Li Xingyu Wang Bingchen Liu X. Li MU 102 0 0 01 Dec 2024
Meta-learning Loss Functions of Parametric Partial Differential Equations Using Physics-Informed Neural Networks Michail Koumpanakis Ricardo Vilalta AI4CE 128 0 0 29 Nov 2024
CAdam: Confidence-Based Optimization for Online Learning Shaowen Wang Anan Liu Jian Xiao Huan Liu Yuekui Yang ... Suncong Zheng Wei-Qiang Zhang Di Wang Jie Jiang Jian Li 117 0 0 29 Nov 2024
Task Arithmetic Through The Lens Of One-Shot Federated Learning Zhixu Tao I. Mason Sanjeev R. Kulkarni Xavier Boix MoMe FedML 131 7 0 27 Nov 2024
Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Minhyeok Lee 97 0 0 27 Nov 2024
Federated Learning with Uncertainty and Personalization via Efficient Second-order Optimization Shivam Pal Aishwarya Gupta Saqib Sarwar Piyush Rai FedML 129 0 0 27 Nov 2024
How to Learn a New Language? An Efficient Solution for Self-Supervised Learning Models Unseen Languages Adaption in Low-Resource Scenario Shih-Heng Wang Zih-Ching Chen Jiatong Shi Ming-To Chuang Guan-Ting Lin Kuan Po Huang David Harwath Shang-Wen Li Hung-yi Lee 128 1 0 27 Nov 2024
On the ERM Principle in Meta-Learning Yannay Alon Steve Hanneke Shay Moran Uri Shalit CLL LRM 111 2 0 26 Nov 2024
MetaGraphLoc: A Graph-based Meta-learning Scheme for Indoor Localization via Sensor Fusion Yaya Etiabi Eslam Eldeeb M. Shehab Wafa Njima Hirley Alves Mohamed-Slim Alouini El-Mehdi Amhoud 148 2 0 26 Nov 2024
Low-Data Classification of Historical Music Manuscripts: A Few-Shot Learning Approach Elona Shatri Daniel Raymond George Fazekas 118 0 0 25 Nov 2024
Exploring the Generalization Capabilities of AID-based Bi-level Optimization C. L. Philip Chen Li Shen Zhiqiang Xu Wen Liu Zhi-Quan Luo Peilin Zhao 125 1 0 25 Nov 2024
AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations Gaurav Verma Rachneet Kaur Nishan Srishankar Zhen Zeng T. Balch Manuela Veloso LLMAG 118 6 0 20 Nov 2024
MLDGG: Meta-Learning for Domain Generalization on Graphs Q. Tian Chen Zhao Minglai Shao Wenjun Wang Yujie Lin Dong Li OOD AI4CE 155 1 0 19 Nov 2024
Generalizable Person Re-identification via Balancing Alignment and Uniformity Y. Cho JaeYoon Kim Woo Jae Kim Junsik Jung Sung-eui Yoon CVBM OOD 140 0 0 18 Nov 2024
Video-to-Task Learning via Motion-Guided Attention for Few-Shot Action Recognition Hanyu Guo Wanchuan Yu Suzhou Que Kaiwen Du Yan Yan Hanzi Wang 189 1 0 18 Nov 2024
Online Item Cold-Start Recommendation with Popularity-Aware Meta-Learning Yihao Luo Yuezihan Jiang Yinjie Jiang Gaode Chen Jiadong Wang Kaigui Bian Peiyi Li Qi Zhang 91 1 0 18 Nov 2024
AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers Jake Grigsby Justin Sasek Samyak Parajuli Daniel Adebi Amy Zhang Yuke Zhu OffRL 70 6 0 17 Nov 2024
Hyperspectral Imaging-Based Grain Quality Assessment With Limited Labelled Data Priyabrata Karmakar Manzur Murshed S. Teng 116 0 0 17 Nov 2024
A Practical Guide to Fine-tuning Language Models with Limited Data Márton Szép Daniel Rueckert Rüdiger von Eisenhart-Rothe Florian Hinterwimmer SyDa ALM 130 2 0 14 Nov 2024
StreamAdapter: Efficient Test Time Adaptation from Contextual Streams Dilxat Muhtar Yelong Shen Yue Yang Xiaodong Liu Yadong Lu ... Feng Sun Xueliang Zhang Jianfeng Gao Weizhu Chen Qi Zhang TTA 102 0 0 14 Nov 2024
Unstructured Text Enhanced Open-domain Dialogue System: A Systematic Survey Longxuan Ma Mingda Li Weinan Zhang Jiapeng Li Ting Liu 124 17 0 14 Nov 2024
UMFC: Unsupervised Multi-Domain Feature Calibration for Vision-Language Models Jiachen Liang Ruibing Hou Minyang Hu Hong Chang Shiguang Shan Xilin Chen VLM 96 1 0 11 Nov 2024
Neuromodulated Meta-Learning Wenwen Qiang Huijie Guo Jingyao Wang Jiangmeng Li Changwen Zheng Hui Xiong Gang Hua 111 0 0 11 Nov 2024
Provably Faster Algorithms for Bilevel Optimization via Without-Replacement Sampling Junyi Li Heng Huang 107 1 0 07 Nov 2024