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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
Localization and Expansion: A Decoupled Framework for Point Cloud Few-shot Semantic Segmentation Zhaoyang Li Yuan Wang Wangkai Li Rui Sun Tianzhu Zhang 101 2 0 25 Aug 2024
Dynamics of Meta-learning Representation in the Teacher-student Scenario Hui Wang Cho Tung Yip Bo Li 124 0 0 22 Aug 2024
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning Mushui Liu Fangtai Wu Bozheng Li Ziqian Lu Yunlong Yu Xi Li VLM 65 2 0 22 Aug 2024
Making Large Vision Language Models to be Good Few-shot Learners Fan Liu Wenwen Cai Jian Huo Chuanyi Zhang Delong Chen Jun Zhou 89 0 0 21 Aug 2024
Preference-Optimized Pareto Set Learning for Blackbox Optimization Zhang Haishan Diptesh Das Koji Tsuda 90 1 0 19 Aug 2024
Meta-Learning Empowered Meta-Face: Personalized Speaking Style Adaptation for Audio-Driven 3D Talking Face Animation Xukun Zhou Fengxin Li Ziqiao Peng Kejian Wu Jun He Biao Qin Zhaoxin Fan Hongyan Liu 3DH CVBM 115 4 0 18 Aug 2024
Narrowing the Focus: Learned Optimizers for Pretrained Models Gus Kristiansen Mark Sandler A. Zhmoginov Nolan Miller Anirudh Goyal Jihwan Lee Max Vladymyrov 88 1 0 17 Aug 2024
On the KL-Divergence-based Robust Satisficing Model Haojie Yan Minglong Zhou Jiayi Guo 67 0 0 17 Aug 2024
Task-Aware Dynamic Transformer for Efficient Arbitrary-Scale Image Super-Resolution Tianyi Xu Yiji Zhou Xiaotao Hu Kai Zhang Anran Zhang Xingye Qiu Jun Xu 71 0 0 16 Aug 2024
Diffusion Model for Planning: A Systematic Literature Review Toshihide Ubukata Jialong Li Kenji Tei DiffM MedIm 140 9 0 16 Aug 2024
Lifelong Reinforcement Learning via Neuromodulation Sebastian Lee Samuel Liebana Garcia Claudia Clopath Will Dabney 89 0 0 15 Aug 2024
Addressing Skewed Heterogeneity via Federated Prototype Rectification with Personalization Shunxin Guo Hongsong Wang Shuxia Lin Zhiqiang Kou Xin Geng FedML 130 1 0 15 Aug 2024
Meta SAC-Lag: Towards Deployable Safe Reinforcement Learning via MetaGradient-based Hyperparameter Tuning Homayoun Honari Amir M. Soufi Enayati Mehran Ghafarian Tamizi Homayoun Najjaran 78 2 0 15 Aug 2024
Automated Design of Agentic Systems Shengran Hu Cong Lu Jeff Clune AI4CE 143 62 0 15 Aug 2024
Towards Few-shot Self-explaining Graph Neural Networks Jingyu Peng Qi Liu Linan Yue Zaixi Zhang Kai Zhang Yunhao Sha MILM 79 2 0 14 Aug 2024
An Offline Meta Black-box Optimization Framework for Adaptive Design of Urban Traffic Light Management Systems Taeyoung Yun Kanghoon Lee Sujin Yun Ilmyung Kim Won-Woo Jung Min-Cheol Kwon Kyujin Choi Yoohyeon Lee Jinkyoo Park 108 0 0 14 Aug 2024
A Simple Task-aware Contrastive Local Descriptor Selection Strategy for Few-shot Learning between inter class and intra class Qian Qiao Yu Xie Shaoyao Huang Fanzhang Li 93 0 0 12 Aug 2024
A Unified Manifold Similarity Measure Enhancing Few-Shot, Transfer, and Reinforcement Learning in Manifold-Distributed Datasets S. W. Qayyumi Laureance F Park O. Obst 44 0 0 12 Aug 2024
In-Context Exploiter for Extensive-Form Games Shuxin Li Chang Yang Youzhi Zhang Pengdeng Li Xinrun Wang Xiao Huang Hau Chan Bo An 91 0 0 10 Aug 2024
Content-decoupled Contrastive Learning-based Implicit Degradation Modeling for Blind Image Super-Resolution Jiang Yuan Ji Ma Bo Wang Weiming Hu 90 0 0 10 Aug 2024
Semi-Supervised One-Shot Imitation Learning Philipp Wu Kourosh Hakhamaneshi Yuqing Du Igor Mordatch Aravind Rajeswaran Pieter Abbeel SSL 108 1 0 09 Aug 2024
FewShotNeRF: Meta-Learning-based Novel View Synthesis for Rapid Scene-Specific Adaptation Piraveen Sivakumar Paul Janson Jathushan Rajasegaran Thanuja D. Ambegoda 122 1 0 09 Aug 2024
Learn To Learn More Precisely Runxi Cheng Yongxian Wei Xianglong He Wanyun Zhu Songsong Huang Fei Richard Yu Fei Ma Chun Yuan 85 0 0 08 Aug 2024
MU-MAE: Multimodal Masked Autoencoders-Based One-Shot Learning Rex Liu Xin Liu 100 2 0 08 Aug 2024
A Blockchain-based Reliable Federated Meta-learning for Metaverse: A Dual Game Framework Emna Baccour A. Erbad Amr M. Mohamed Mounir Hamdi Mohsen Guizani FedML OffRL 77 7 0 07 Aug 2024
Learning to Learn without Forgetting using Attention Anna Vettoruzzo Joaquin Vanschoren Mohamed-Rafik Bouguelia Thorsteinn Rögnvaldsson CLL 140 2 0 06 Aug 2024
Few-shot Scooping Under Domain Shift via Simulated Maximal Deployment Gaps Yifan Zhu Pranay Thangeda Erica Tevere Ashish Goel Erik Kramer Hari Nayar Melkior Ornik Kris K. Hauser 76 0 0 06 Aug 2024
Latent-INR: A Flexible Framework for Implicit Representations of Videos with Discriminative Semantics Shishira R. Maiya Anubhav Gupta M. Gwilliam Max Ehrlich Abhinav Shrivastava 82 3 1 05 Aug 2024
MetaEnzyme: Meta Pan-Enzyme Learning for Task-Adaptive Redesign Jiangbin Zheng Han Zhang Qianqing Xu An-Ping Zeng Stan Z. Li 78 3 0 05 Aug 2024
EOL: Transductive Few-Shot Open-Set Recognition by Enhancing Outlier Logits Mateusz Ochal Massimiliano Patacchiola Malik Boudiaf Sen Wang 83 0 0 04 Aug 2024
DNA-SE: Towards Deep Neural-Nets Assisted Semiparametric Estimation Qinshuo Liu Zixin Wang Xi-An Li Xinyao Ji Lei Zhang Lin Liu Zhonghua Liu 81 0 0 04 Aug 2024
MetaWearS: A Shortcut in Wearable Systems Lifecycle with Only a Few Shots Alireza Amirshahi Maedeh H.Toosi Siamak Mohammadi Stefano Albini Pasquale Davide Schiavone G. Ansaloni A. Aminifar David Atienza 38 0 0 04 Aug 2024
State-of-the-art in Robot Learning for Multi-Robot Collaboration: A Comprehensive Survey Bin Wu C. S. Suh 3DV 93 3 0 03 Aug 2024
Conditional LoRA Parameter Generation Aaron Mueller Millicent Li Koyena Pal Wangbo Zhao Yukun Zhou Jiuding Sun Yonatan Belinkov DiffM 91 6 0 02 Aug 2024
Joint Neural Networks for One-shot Object Recognition and Detection Camilo Vargas Qianni Zhang E. Izquierdo ObjD VLM 138 0 0 01 Aug 2024
Task-Adapter: Task-specific Adaptation of Image Models for Few-shot Action Recognition Congqi Cao Guibiao Liao Yating Yu Kanglin Liu Lingtong Min Yanning Zhang 125 4 0 01 Aug 2024
Tamper-Resistant Safeguards for Open-Weight LLMs Rishub Tamirisa Bhrugu Bharathi Long Phan Andy Zhou Alice Gatti ... Andy Zou Dawn Song Bo Li Dan Hendrycks Mantas Mazeika AAML MU 133 63 0 01 Aug 2024
Black box meta-learning intrinsic rewards for sparse-reward environments Octavio Pappalardo Rodrigo Ramele Juan Miguel Santos OffRL 90 0 0 31 Jul 2024
ARCLE: The Abstraction and Reasoning Corpus Learning Environment for Reinforcement Learning Hosung Lee Sejin Kim Seungpil Lee Sanha Hwang Jihwan Lee Byung-Jun Lee Sundong Kim LRM 90 9 0 30 Jul 2024
Designing Time-Series Models With Hypernetworks & Adversarial Portfolios Filip Stanek AI4TS 79 0 0 29 Jul 2024
Time series forecasting with high stakes: A field study of the air cargo industry Abhinav Garg Naman Shukla Maarten Wormer AI4TS 29 1 0 29 Jul 2024
Robust Fast Adaptation from Adversarially Explicit Task Distribution Generation Cheems Wang Yiqin Lv Yixiu Mao Yun Qu Yi Tian Xu Xiangyang Ji OOD TTA 155 7 0 28 Jul 2024
Learning to Select the Best Forecasting Tasks for Clinical Outcome Prediction Yuan Xue Nan Du A. Mottram Martin G. Seneviratne Andrew M. Dai AI4TS 92 0 0 28 Jul 2024
Bayesian meta learning for trustworthy uncertainty quantification Zhenyuan Yuan Thinh T. Doan UQCV 87 0 0 27 Jul 2024
Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning Yeongbin Seo Dongha Lee Jinyoung Yeo CLL KELM 163 2 0 24 Jul 2024
Domain Adaptation of Visual Policies with a Single Demonstration Weiyao Wang Gregory D. Hager 89 0 0 23 Jul 2024
On ADMM in Heterogeneous Federated Learning: Personalization, Robustness, and Fairness Shengkun Zhu Jinshan Zeng Sheng Wang Yuan Sun Xiaodong Li Yuan Yao Zhiyong Peng 99 0 0 23 Jul 2024
SOAP: Enhancing Spatio-Temporal Relation and Motion Information Capturing for Few-Shot Action Recognition Wenbo Huang Jinghui Zhang Xuwei Qian Zhen Wu Meng Wang Lei Zhang 72 3 0 23 Jul 2024
Pre-Training and Prompting for Few-Shot Node Classification on Text-Attributed Graphs Huan-jing Zhao Beining Yang Yukuo Cen Junyu Ren Chenhui Zhang Yuxiao Dong Evgeny Kharlamov Shu Zhao Jie Tang VLM 94 8 0 22 Jul 2024
Blind Image Deconvolution by Generative-based Kernel Prior and Initializer via Latent Encoding Jiangtao Zhang Zongsheng Yue Hui Wang Qian Zhao Deyu Meng VLM 75 0 0 20 Jul 2024