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Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
v1v2v3 (latest)

Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

9 March 2017
Chelsea Finn
Pieter Abbeel
Sergey Levine
    OOD
ArXiv (abs)PDFHTML

Papers citing "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"

50 / 5,503 papers shown
Title
Prompted Meta-Learning for Few-shot Knowledge Graph Completion
Prompted Meta-Learning for Few-shot Knowledge Graph Completion
Han Wu
Jie Yin
VLM
418
0
0
08 May 2025
Federated Learning for Cyber Physical Systems: A Comprehensive Survey
Federated Learning for Cyber Physical Systems: A Comprehensive Survey
Minh K. Quan
P. Pathirana
M. Wijayasundara
S. Setunge
Dinh C. Nguyen
Christopher G. Brinton
David J. Love
H. Vincent Poor
AI4CE
110
0
0
08 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows
Wenhao Li
Bo Jin
Mingyi Hong
Changhong Lu
Xiangfeng Wang
156
0
0
07 May 2025
Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation
Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation
Gabriele Rosi
Fabio Cermelli
VLM
171
0
0
06 May 2025
MISE: Meta-knowledge Inheritance for Social Media-Based Stressor Estimation
MISE: Meta-knowledge Inheritance for Social Media-Based Stressor Estimation
Xin Wang
Ling Feng
Huijun Zhang
Lei Cao
Kaisheng Zeng
Qi Li
Yang Ding
Yi Dai
David A. Clifton
114
0
0
03 May 2025
Component-Based Fairness in Face Attribute Classification with Bayesian Network-informed Meta Learning
Component-Based Fairness in Face Attribute Classification with Bayesian Network-informed Meta Learning
Yifan Liu
Ruichen Yao
Y. Liu
Ruohan Zong
Zehan Li
Yang Zhang
Dong Wang
CVBM
89
0
0
03 May 2025
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments
Anushiya Arunan
Yan Qin
Xiaoli Li
Yuen Chau
AI4TS
174
0
0
03 May 2025
Voice Cloning: Comprehensive Survey
Voice Cloning: Comprehensive Survey
Hussam Azzuni
Abdulmotaleb El Saddik
VLM
112
0
0
01 May 2025
Scalable Meta-Learning via Mixed-Mode Differentiation
Scalable Meta-Learning via Mixed-Mode Differentiation
Iurii Kemaev
Dan A. Calian
Luisa M. Zintgraf
Gregory Farquhar
H. V. Hasselt
110
1
0
01 May 2025
CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series
CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series
Tian-Shing Lan
Yifei Gao
Yimeng Lu
Chen Zhang
102
0
0
01 May 2025
A Survey of Robotic Navigation and Manipulation with Physics Simulators in the Era of Embodied AI
A Survey of Robotic Navigation and Manipulation with Physics Simulators in the Era of Embodied AI
Lik Hang Kenny Wong
Xueyang Kang
Kaixin Bai
Jianwei Zhang
151
0
0
01 May 2025
Subject Information Extraction for Novelty Detection with Domain Shifts
Subject Information Extraction for Novelty Detection with Domain Shifts
Yangyang Qu
Dazhi Fu
Jicong Fan
OOD
102
0
0
30 Apr 2025
A Generalized Meta Federated Learning Framework with Theoretical Convergence Guarantees
A Generalized Meta Federated Learning Framework with Theoretical Convergence Guarantees
Mohammad Vahid Jamali
Hamid Saber
J. Bae
FedML
55
0
0
30 Apr 2025
Legilimens: Performant Video Analytics on the System-on-Chip Edge
Legilimens: Performant Video Analytics on the System-on-Chip Edge
M. Ramanujam
Yinwei Dai
Kyle Jamieson
Ravi Netravali
135
0
0
29 Apr 2025
Partitioned Memory Storage Inspired Few-Shot Class-Incremental learning
Partitioned Memory Storage Inspired Few-Shot Class-Incremental learning
Renye Zhang
Yimin Yin
Jinghua Zhang
CLL
94
0
0
29 Apr 2025
Learning to Plan Before Answering: Self-Teaching LLMs to Learn Abstract Plans for Problem Solving
Learning to Plan Before Answering: Self-Teaching LLMs to Learn Abstract Plans for Problem Solving
Junxuan Zhang
Flood Sung
Zhiyong Yang
Yang Gao
Chongjie Zhang
LLMAG
132
0
0
28 Apr 2025
DISCO: learning to DISCover an evolution Operator for multi-physics-agnostic prediction
DISCO: learning to DISCover an evolution Operator for multi-physics-agnostic prediction
Rudy Morel
Jiequn Han
Edouard Oyallon
AI4CE
94
1
0
28 Apr 2025
A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects
A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects
Guanglin Niu
Bo Li
Yangguang Lin
LRM
52
0
0
27 Apr 2025
Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments
Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments
Yun Qu
Wenjie Wang
Yixiu Mao
Yiqin Lv
Xiangyang Ji
TTA
170
0
0
27 Apr 2025
CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person Retrieval
CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person Retrieval
Hang Yu
Jiahao Wen
Zhedong Zheng
94
1
0
26 Apr 2025
Active Few-Shot Learning for Vertex Classification Starting from an Unlabeled Dataset
Active Few-Shot Learning for Vertex Classification Starting from an Unlabeled Dataset
Felix Burr
Marcel Hoffmann
A. Scherp
SSL
409
0
0
25 Apr 2025
Semantic-Aware Contrastive Fine-Tuning: Boosting Multimodal Malware Classification with Discriminative Embeddings
Semantic-Aware Contrastive Fine-Tuning: Boosting Multimodal Malware Classification with Discriminative Embeddings
Ivan Montoya Sanchez
Shaswata Mitra
Aritran Piplai
Sudip Mittal
109
0
0
25 Apr 2025
Meta-Learning Online Dynamics Model Adaptation in Off-Road Autonomous Driving
Meta-Learning Online Dynamics Model Adaptation in Off-Road Autonomous Driving
Jacob Levy
Jason Gibson
Bogdan I. Vlahov
Erica Tevere
Evangelos A. Theodorou
David Fridovich-Keil
Patrick Spieler
77
0
0
23 Apr 2025
Fast Online Adaptive Neural MPC via Meta-Learning
Fast Online Adaptive Neural MPC via Meta-Learning
Yu Mei
Xinyu Zhou
Shuyang Yu
Vaibhav Srivastava
Xiaobo Tan
112
0
0
23 Apr 2025
FrogDogNet: Fourier frequency Retained visual prompt Output Guidance for Domain Generalization of CLIP in Remote Sensing
FrogDogNet: Fourier frequency Retained visual prompt Output Guidance for Domain Generalization of CLIP in Remote Sensing
Hariseetharam Gunduboina
Muhammad Haris Khan
Biplab Banerjee
VLM
94
0
0
23 Apr 2025
Few-shot Hate Speech Detection Based on the MindSpore Framework
Few-shot Hate Speech Detection Based on the MindSpore Framework
Zhenkai Qin
Dongze Wu
Yuxin Liu
Guifang Yang
112
1
0
22 Apr 2025
MetaMolGen: A Neural Graph Motif Generation Model for De Novo Molecular Design
MetaMolGen: A Neural Graph Motif Generation Model for De Novo Molecular Design
Zimo Yan
Jie Zhang
Zheng Xie
Chang-rui Liu
Yang Liu
Yiping Song
115
0
0
22 Apr 2025
From predictions to confidence intervals: an empirical study of conformal prediction methods for in-context learning
From predictions to confidence intervals: an empirical study of conformal prediction methods for in-context learning
Zhe Huang
Simone Rossi
Rui Yuan
T. Hannagan
83
0
0
22 Apr 2025
HyperFlow: Gradient-Free Emulation of Few-Shot Fine-Tuning
HyperFlow: Gradient-Free Emulation of Few-Shot Fine-Tuning
Donggyun Kim
Chanwoo Kim
Seunghoon Hong
61
0
0
21 Apr 2025
Improving Learning to Optimize Using Parameter Symmetries
Improving Learning to Optimize Using Parameter Symmetries
Guy Zamir
Aryan Dokania
B. Zhao
Rose Yu
80
2
0
21 Apr 2025
VeLU: Variance-enhanced Learning Unit for Deep Neural Networks
VeLU: Variance-enhanced Learning Unit for Deep Neural Networks
Ashkan Shakarami
Yousef Yeganeh
Azade Farshad
Lorenzo Nicolè
Stefano Ghidoni
Nassir Navab
92
0
0
21 Apr 2025
Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey
Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey
Ahsan Bilal
Muhammad Ahmed Mohsin
Muhammad Umer
Muhammad Awais Khan Bangash
Muhammad Ali Jamshed
LLMAGLRMAI4CE
164
1
0
20 Apr 2025
SwitchMT: An Adaptive Context Switching Methodology for Scalable Multi-Task Learning in Intelligent Autonomous Agents
SwitchMT: An Adaptive Context Switching Methodology for Scalable Multi-Task Learning in Intelligent Autonomous Agents
Avaneesh Devkota
Rachmad Vidya Wicaksana Putra
Mohamed Bennai
58
0
0
18 Apr 2025
MEGA: Second-Order Gradient Alignment for Catastrophic Forgetting Mitigation in GFSCIL
MEGA: Second-Order Gradient Alignment for Catastrophic Forgetting Mitigation in GFSCIL
Jinhui Pang
Changqing Lin
Hao Lin
Jinglin He
Zhengjun Li
Zhihui Zhang
Xiaoshuai Hao
CLL
55
0
0
18 Apr 2025
Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations
Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations
Chenghao Xiao
Hou Pong Chan
Hao Zhang
Mahani Aljunied
Lidong Bing
Noura Al Moubayed
Yu Rong
179
0
0
18 Apr 2025
MetaDSE: A Few-shot Meta-learning Framework for Cross-workload CPU Design Space Exploration
MetaDSE: A Few-shot Meta-learning Framework for Cross-workload CPU Design Space Exploration
Runzhen Xue
Hao Wu
Yurui Lai
Ziheng Xiao
Mingyu Yan
Xiaochun Ye
84
1
0
18 Apr 2025
Chain-of-Thought Textual Reasoning for Few-shot Temporal Action Localization
Chain-of-Thought Textual Reasoning for Few-shot Temporal Action Localization
Hongwei Ji
Wulian Yun
Mengshi Qi
Huadong Ma
LRM
445
0
0
18 Apr 2025
Imperative MPC: An End-to-End Self-Supervised Learning with Differentiable MPC for UAV Attitude Control
Imperative MPC: An End-to-End Self-Supervised Learning with Differentiable MPC for UAV Attitude Control
Haonan He
Yuheng Qiu
Junyi Geng
153
0
0
17 Apr 2025
Rethinking Temporal Fusion with a Unified Gradient Descent View for 3D Semantic Occupancy Prediction
Rethinking Temporal Fusion with a Unified Gradient Descent View for 3D Semantic Occupancy Prediction
Dubing Chen
Huan Zheng
Jin Fang
Xingping Dong
Xianfei Li
Wenlong Liao
Tao He
Pai Peng
Jianbing Shen
255
0
0
17 Apr 2025
InstructRAG: Leveraging Retrieval-Augmented Generation on Instruction Graphs for LLM-Based Task Planning
InstructRAG: Leveraging Retrieval-Augmented Generation on Instruction Graphs for LLM-Based Task Planning
Zheng Wang
Shu Xian Teo
Jun Jie Chew
Wei Shi
RALMAIFin
145
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0
17 Apr 2025
MathPhys-Guided Coarse-to-Fine Anomaly Synthesis with SQE-Driven Bi-Level Optimization for Anomaly Detection
MathPhys-Guided Coarse-to-Fine Anomaly Synthesis with SQE-Driven Bi-Level Optimization for Anomaly Detection
Long Qian
Bingke Zhu
Yingying Chen
Ming Tang
Jinqiao Wang
79
0
0
17 Apr 2025
Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets
Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets
Yanzhe Zhang
Yuxuan Zhou
Tianyu Li
Minghui Li
Shengshan Hu
Wei Luo
L. Zhang
AAMLSILM
69
0
0
16 Apr 2025
Manifold meta-learning for reduced-complexity neural system identification
Manifold meta-learning for reduced-complexity neural system identification
Marco Forgione
Ankush Chakrabarty
Dario Piga
Matteo Rufolo
Alberto Bemporad
72
0
0
16 Apr 2025
Hierarchical Relation-augmented Representation Generalization for Few-shot Action Recognition
Hierarchical Relation-augmented Representation Generalization for Few-shot Action Recognition
Hongyu Qu
Ling Xing
Rui Yan
Yazhou Yao
G. Xie
Xiangbo Shu
75
0
0
14 Apr 2025
Enabling Automatic Differentiation with Mollified Graph Neural Operators
Enabling Automatic Differentiation with Mollified Graph Neural Operators
Ryan Y. Lin
Julius Berner
Valentin Duruisseaux
David Pitt
Daniel Leibovici
Jean Kossaifi
Kamyar Azizzadenesheli
Anima Anandkumar
AI4CE
103
2
0
11 Apr 2025
Proxy-Anchor and EVT-Driven Continual Learning Method for Generalized Category Discovery
Proxy-Anchor and EVT-Driven Continual Learning Method for Generalized Category Discovery
Alireza Fathalizadeh
Roozbeh Razavi-Far
CLL
82
0
0
11 Apr 2025
Boosting Universal LLM Reward Design through Heuristic Reward Observation Space Evolution
Boosting Universal LLM Reward Design through Heuristic Reward Observation Space Evolution
Zen Kit Heng
Zimeng Zhao
Tianhao Wu
Yuanfei Wang
Mingdong Wu
Yangang Wang
Hao Dong
107
0
0
10 Apr 2025
Zero-Shot Cross-Domain Code Search without Fine-Tuning
Zero-Shot Cross-Domain Code Search without Fine-Tuning
Keyu Liang
Ziqiang Liu
Chao Liu
Zhiyuan Wan
David Lo
Xiaohu Yang
63
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0
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A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping
A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping
Jiajun Chen
Hongpeng Yin
Yifu Yang
67
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Bridging the Gap Between Preference Alignment and Machine Unlearning
Bridging the Gap Between Preference Alignment and Machine Unlearning
Xiaohua Feng
Yuyuan Li
Huwei Ji
Jiaming Zhang
Lulu Zhang
Tianyu Du
Chaochao Chen
MU
93
0
0
09 Apr 2025
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