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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
Bilevel ZOFO: Bridging Parameter-Efficient and Zeroth-Order Techniques for Efficient LLM Fine-Tuning and Meta-Training Reza Shirkavand Qi He Peiran Yu Heng-Chiao Huang ALM 104 0 0 05 Feb 2025
Coreset-Based Task Selection for Sample-Efficient Meta-Reinforcement Learning Donglin Zhan Leonardo F. Toso James Anderson 221 3 0 04 Feb 2025
INTACT: Inducing Noise Tolerance through Adversarial Curriculum Training for LiDAR-based Safety-Critical Perception and Autonomy Nastaran Darabi Divake Kumar Sina Tayebati A. R. Trivedi AAML 139 0 0 04 Feb 2025
Geometric Neural Process Fields Wenzhe Yin Zehao Xiao Jiayi Shen Yunlu Chen Cees G. M. Snoek Jan-Jakob Sonke E. Gavves AI4CE 174 0 0 04 Feb 2025
Synthesis of Model Predictive Control and Reinforcement Learning: Survey and Classification Rudolf Reiter Jasper Hoffmann D. Reinhardt Florian Messerer Katrin Baumgärtner Shamburaj Sawant Joschka Boedecker Moritz Diehl S. Gros 128 5 0 04 Feb 2025
qNBO: quasi-Newton Meets Bilevel Optimization Sheng Fang Yong Liu Wei-Ting Yao Chengming Yu Jin Zhang 158 0 0 03 Feb 2025
Latent Thought Models with Variational Bayes Inference-Time Computation Deqian Kong Minglu Zhao Dehong Xu Bo Pang Shu Wang ... Zhangzhang Si Chuan Li Jianwen Xie Sirui Xie Ying Nian Wu VLM LRM BDL 145 10 0 03 Feb 2025
Toward Task Generalization via Memory Augmentation in Meta-Reinforcement Learning Kaixi Bao Chenhao Li Yarden As Andreas Krause Marco Hutter OffRL CLL 261 1 0 03 Feb 2025
Enhancing Environmental Robustness in Few-shot Learning via Conditional Representation Learning Qianyu Guo Jingrong Wu Tianxing Wu Hongru Wang Weifeng Ge Wenqiang Zhang 58 0 0 03 Feb 2025
A Survey on Class-Agnostic Counting: Advancements from Reference-Based to Open-World Text-Guided Approaches Luca Ciampi Ali Azmoudeh Elif Ecem Akbaba Erdi Sarıtaş Ziya Ata Yazıcı H. K. Ekenel Giuseppe Amato Fabrizio Falchi 185 0 0 31 Jan 2025
DIAL: Distribution-Informed Adaptive Learning of Multi-Task Constraints for Safety-Critical Systems Se-Wook Yoo Seung-Woo Seo 108 0 0 30 Jan 2025
AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies Surojit Saha Ross T. Whitaker 104 0 0 28 Jan 2025
Meta-Federated Learning: A Novel Approach for Real-Time Traffic Flow Management Bob Johnson Michael Geller 95 1 0 28 Jan 2025
Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Dunwei Tu Huiyu Yi Yanjie Wang Baile Xu Jian Zhao Furao Shen CLL 195 0 0 28 Jan 2025
Disentanglement Analysis in Deep Latent Variable Models Matching Aggregate Posterior Distributions Surojit Saha Sarang Joshi Ross T. Whitaker DRL 110 1 0 28 Jan 2025
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? Yiyi Zhang Ying Zheng Xiaogang Xu Jun Wang SSL 118 4 0 28 Jan 2025
Reinforcement Teaching Alex Lewandowski Calarina Muslimani Dale Schuurmans Matthew E. Taylor Jun Luo 198 2 0 28 Jan 2025
RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning Zhihan Zheng Haitao Yuan Minxiao Chen Shangguang Wang AI4TS 127 2 0 28 Jan 2025
COLA: COarse-LAbel multi-source LiDAR semantic segmentation for autonomous driving Jules Sanchez Jean-Emmanuel Deschaud Franccois Goulette 264 2 0 28 Jan 2025
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy Chen Wang Kaiyi Ji Junyi Geng Zhongqiang Ren Taimeng Fu ... Yi Du Qihang Li Yue Yang Xiao Lin Zhipeng Zhao SSL 162 10 0 28 Jan 2025
Geometric Mean Improves Loss For Few-Shot Learning Tong Wu Takumi Kobayashi 160 0 0 24 Jan 2025
CVOCSemRPL: Class-Variance Optimized Clustering, Semantic Information Injection and Restricted Pseudo Labeling based Improved Semi-Supervised Few-Shot Learning Rhythm Baghel Souvik Maji Pratik Mazumder 127 0 0 24 Jan 2025
Rethinking the Sample Relations for Few-Shot Classification Guowei Yin Sheng Huang Luwen Huangfu Yi Zhang Xiaohong Zhang VLM 94 0 0 23 Jan 2025
State Combinatorial Generalization In Decision Making With Conditional Diffusion Models Xintong Duan Yutong He Fahim Tajwar Wen-Tse Chen Ruslan Salakhutdinov Jeff Schneider OffRL AI4CE 153 1 0 22 Jan 2025
One-Class Domain Adaptation via Meta-Learning Stephanie Holly T. Bierweiler Stefan von Dosky Ahmed Frikha C. Heitzinger Jana Eder 177 0 0 22 Jan 2025
DocTTT: Test-Time Training for Handwritten Document Recognition Using Meta-Auxiliary Learning Wenhao Gu Li Gu Ziqiang Wang Ching Yee Suen Yang Wang 94 0 0 22 Jan 2025
Meta-Sparsity: Learning Optimal Sparse Structures in Multi-task Networks through Meta-learning Richa Upadhyay Ronald Phlypo Rajkumar Saini Marcus Liwicki 119 0 0 21 Jan 2025
Exploring Preference-Guided Diffusion Model for Cross-Domain Recommendation Xiaodong Li Hengzhu Tang Shuaiyi Nie Xinghua Zhang Li Gao Suqi Cheng D. Yin Tingwen Liu DiffM 132 2 0 20 Jan 2025
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning Tong Nie Wei Ma Jian Sun Yu Yang Jiannong Cao AI4TS AI4CE 87 0 0 20 Jan 2025
MetaNeRV: Meta Neural Representations for Videos with Spatial-Temporal Guidance Jialong Guo Ke Liu Jiangchao Yao Zhihua Wang Jiajun Bu Haishuai Wang AI4TS 125 1 0 20 Jan 2025
PeFLL: Personalized Federated Learning by Learning to Learn Jonathan Scott Hossein Zakerinia Christoph H. Lampert FedML 249 12 0 17 Jan 2025
Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning Parinita Nema V. Kurmi CLL 150 0 0 17 Jan 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Fatemeh Askari Amirreza Fateh Mohammad Reza Mohammadi 178 5 0 17 Jan 2025
Score-based 3D molecule generation with neural fields Matthieu Kirchmeyer Pedro H. O. Pinheiro Saeed Saremi DiffM 135 2 0 15 Jan 2025
Continual Test-Time Adaptation for Single Image Defocus Deblurring via Causal Siamese Networks Shuang Cui Yi Li Jiangmeng Li Xiongxin Tang Fuchun Sun Fanjiang Xu Hui Xiong 103 0 0 15 Jan 2025
TIMRL: A Novel Meta-Reinforcement Learning Framework for Non-Stationary and Multi-Task Environments Chenyang Qi Huiping Li Panfeng Huang OffRL 89 0 0 13 Jan 2025
Dynamic Multimodal Fusion via Meta-Learning Towards Micro-Video Recommendation Han Liu Yinwei Wei Fan Liu Wenjie Wang Liqiang Nie Tat-Seng Chua 110 17 0 13 Jan 2025
Enhancing Unsupervised Graph Few-shot Learning via Set Functions and Optimal Transport Yuqi Liu Fausto Giunchiglia Ximing Li Lan Huang Xiaoyue Feng Renchu Guan OffRL 375 0 0 10 Jan 2025
Unlocking In-Context Learning for Natural Datasets Beyond Language Modelling Jelena Bratulić Sudhanshu Mittal David T. Hoffmann Samuel Böhm R. Schirrmeister T. Ball Christian Rupprecht Thomas Brox 90 1 0 09 Jan 2025
On Penalty-based Bilevel Gradient Descent Method Han Shen Quan-Wu Xiao Tianyi Chen 134 59 0 08 Jan 2025
AMM: Adaptive Modularized Reinforcement Model for Multi-city Traffic Signal Control Zherui Huang Yicheng Liu Chumeng Liang Guanjie Zheng 45 0 0 07 Jan 2025
RW-Net: Enhancing Few-Shot Point Cloud Classification with a Wavelet Transform Projection-based Network Haosheng Zhang Hao Huang 123 0 0 06 Jan 2025
Noise-Tolerant Hybrid Prototypical Learning with Noisy Web Data Chao Liang Linchao Zhu Zongxin Yang Wei Chen Yi Yang NoLa 104 0 0 05 Jan 2025
Online Meta-Learning Channel Autoencoder for Dynamic End-to-end Physical Layer Optimization Ali Owfi Jonathan D. Ashdown K. Turck 49 0 0 03 Jan 2025
Perception Stitching: Zero-Shot Perception Encoder Transfer for Visuomotor Robot Policies Pingcheng Jian Easop Lee Zachary I. Bell Michael M. Zavlanos Boyuan Chen 187 1 0 03 Jan 2025
U-GIFT: Uncertainty-Guided Firewall for Toxic Speech in Few-Shot Scenario Jiaxin Song Xinyu Wang Yihao Wang Yifan Tang Ru Zhang Jianyi Liu Gongshen Liu AAML 84 0 0 03 Jan 2025
General Information Metrics for Improving AI Model Training Efficiency Jianfeng Xu Congcong Liu Xiaoying Tan Xiaojie Zhu Anpeng Wu ... Weijun Kong Chun Li Hu Xu Kun Kuang Leilei Gan 146 1 0 02 Jan 2025
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang Chong Chen Anirudh Dagar Wenming Ye LRM 188 55 0 31 Dec 2024
Imitation Learning from Suboptimal Demonstrations via Meta-Learning An Action Ranker Jiangdong Fan Hongcai He Paul Weng Hui Xu Jie Shao 81 1 0 31 Dec 2024
A Nearly Optimal Single Loop Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness Xiaochuan Gong Jie Hao Mingrui Liu 139 5 0 31 Dec 2024