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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
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A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications Siyuan Mu Sen Lin MoE 491 5 0 10 Mar 2025
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Brain Inspired Adaptive Memory Dual-Net for Few-Shot Image Classification Kexin Di Xiuxing Li Yuyang Han Ziyu Li Qing Li Xia Wu VLM 110 0 0 10 Mar 2025
MetaXCR: Reinforcement-Based Meta-Transfer Learning for Cross-Lingual Commonsense Reasoning Jie He Yu Fu OffRL LRM 135 2 0 09 Mar 2025
From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning Shuangzhi Li Junlong Shen Lei Ma Xingyu Li 3DPC 113 0 0 08 Mar 2025
Learning to Unlearn while Retaining: Combating Gradient Conflicts in Machine Unlearning Gaurav Patel Qiang Qiu MU 97 1 0 08 Mar 2025
Unity RL Playground: A Versatile Reinforcement Learning Framework for Mobile Robots Linqi Ye Rankun Li Xiaowen Hu Jiayi Li Boyang Xing Yan Peng Bin Liang 113 0 0 07 Mar 2025
DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation Amin Karimi Charalambos Poullis VLM 126 0 0 06 Mar 2025
Meta Learning not to Learn: Robustly Informing Meta-Learning under Nuisance-Varying Families Louis McConnell OOD CML 104 0 0 06 Mar 2025
Personalized Federated Fine-tuning for Heterogeneous Data: An Automatic Rank Learning Approach via Two-Level LoRA Jie Hao Yuman Wu Ali Payani Myungjin Lee Mingrui Liu 126 2 0 05 Mar 2025
On the Convergence of Adam-Type Algorithm for Bilevel Optimization under Unbounded Smoothness Xiaochuan Gong Jie Hao Mingrui Liu 135 0 0 05 Mar 2025
AugFL: Augmenting Federated Learning with Pretrained Models Sheng Yue Zerui Qin Yongheng Deng Ju Ren Yaoxue Zhang Junshan Zhang FedML 135 0 0 04 Mar 2025
Human-aligned Safe Reinforcement Learning for Highway On-Ramp Merging in Dense Traffic Yang Li S. Yuan Yuan Chang Xiaolong Chen Qisong Yang Zhiyong Yang Hongmao Qin 93 0 0 04 Mar 2025
A Hypernetwork-Based Approach to KAN Representation of Audio Signals Patryk Marszałek Maciej Rut Piotr Kawa Przemysław Spurek P. Syga 143 0 0 04 Mar 2025
Meta Learning-Driven Iterative Refinement for Robust Anomaly Detection in Industrial Inspection Muhammad Aqeel Shakiba Sharifi Marco Cristani Francesco Setti 46 2 0 03 Mar 2025
Advancing Prompt-Based Methods for Replay-Independent General Continual Learning Zhiqi Kang Liyuan Wang Xingxing Zhang Karteek Alahari CLL VLM 95 1 0 02 Mar 2025
Foundation Models Secretly Understand Neural Network Weights: Enhancing Hypernetwork Architectures with Foundation Models Jeffrey Gu Serena Yeung-Levy AI4CE 70 1 0 02 Mar 2025
Asynchronous Personalized Federated Learning through Global Memorization Fan Wan Yongbin Li Xueqi Qiu Rui Sun Lingling Zhang Xingyu Miao Tianyu Zhang Haoran Duan Yang Long 64 0 0 01 Mar 2025
Conditioning on Local Statistics for Scalable Heterogeneous Federated Learning Rickard Brännvall FedML 92 0 0 01 Mar 2025
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Online Meta-learning for AutoML in Real-time (OnMAR) Mia Gerber Anna Sergeevna Bosman J. D. Villiers OffRL 91 0 0 27 Feb 2025
Learning to Generalize without Bias for Open-Vocabulary Action Recognition Yating Yu Congqi Cao Yifan Zhang Yanning Zhang VLM 89 0 0 27 Feb 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 620 2 0 27 Feb 2025
Teasing Apart Architecture and Initial Weights as Sources of Inductive Bias in Neural Networks Gianluca M Bencomo Max Gupta Ioana Marinescu R. Thomas McCoy Thomas L. Griffiths AI4CE 387 0 0 27 Feb 2025
Distilling Reinforcement Learning Algorithms for In-Context Model-Based Planning Jaehyeon Son Soochan Lee Gunhee Kim OffRL 133 4 0 26 Feb 2025
Between Circuits and Chomsky: Pre-pretraining on Formal Languages Imparts Linguistic Biases Michael Y. Hu Jackson Petty Chuan Shi William Merrill Tal Linzen AI4CE 135 2 0 26 Feb 2025
MCLRL: A Multi-Domain Contrastive Learning with Reinforcement Learning Framework for Few-Shot Modulation Recognition Dongwei Xu Yutao Zhu Yao Lu Youpeng Feng Yun Lin Qi Xuan 128 1 0 26 Feb 2025
ObjectVLA: End-to-End Open-World Object Manipulation Without Demonstration Minjie Zhu Yinlin Zhu Jinming Li Zhongyi Zhou Junjie Wen Xiaoyu Liu Yaxin Peng Chaomin Shen Feifei Feng LM&Ro 151 6 0 26 Feb 2025
Learning Policy Committees for Effective Personalization in MDPs with Diverse Tasks Luise Ge Michael Lanier Anindya Sarkar Bengisu Guresti Yevgeniy Vorobeychik Chongjie Zhang 192 0 0 26 Feb 2025
Uncertainty Quantification in Retrieval Augmented Question Answering Laura Perez-Beltrachini Mirella Lapata RALM 160 0 0 25 Feb 2025
CoverLib: Classifiers-equipped Experience Library by Iterative Problem Distribution Coverage Maximization for Domain-tuned Motion Planning Hirokazu Ishida Naoki Hiraoka K. Okada Masayuki Inaba 122 1 0 24 Feb 2025
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Teleology-Driven Affective Computing: A Causal Framework for Sustained Well-Being Bin Yin Chong-Yi Liu Liya Fu Jinkun Zhang AI4TS 84 1 0 24 Feb 2025
Contrastive Visual Data Augmentation Yu Zhou B. Li Mohan Tang Xiaomeng Jin Te-Lin Wu Kuan-Hao Huang Heng Ji Kai-Wei Chang Nanyun Peng 117 0 0 24 Feb 2025
MetaSym: A Symplectic Meta-learning Framework for Physical Intelligence Pranav Vaidhyanathan Aristotelis Papatheodorou Mark T. Mitchison Natalia Ares Ioannis Havoutis PINN AI4CE 152 1 0 23 Feb 2025
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Multi-Teacher Knowledge Distillation with Reinforcement Learning for Visual Recognition Chuanguang Yang Xinqiang Yu Han Yang Zhulin An Chengqing Yu Libo Huang Yongjun Xu 108 3 0 22 Feb 2025
Deep learning based infrared small object segmentation: Challenges and future directions Zhengeng Yang Hongshan Yu Jianjun Zhang Qiang Tang Ajmal Mian 225 3 0 21 Feb 2025
Dual-level Mixup for Graph Few-shot Learning with Fewer Tasks Yuqi Liu Mengyu Li Fausto Giunchiglia Lan Huang Ximing Li Xiaoyue Feng Renchu Guan 89 0 0 21 Feb 2025
MedFuncta: Modality-Agnostic Representations Based on Efficient Neural Fields Paul Friedrich Florentin Bieder P. Cattin MedIm 167 0 0 20 Feb 2025
Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networks Jingzhi Hu Xin Li Zhou Su Jun Luo 185 0 0 18 Feb 2025
Task Aware Dreamer for Task Generalization in Reinforcement Learning Chengyang Ying Zhongkai Hao Xinning Zhou Hang Su Songming Liu Dong Yan Jun Zhu 223 3 0 17 Feb 2025
Learn2Mix: Training Neural Networks Using Adaptive Data Integration Shyam Venkatasubramanian Vahid Tarokh 176 0 0 17 Feb 2025
A Hybrid Model for Few-Shot Text Classification Using Transfer and Meta-Learning Jia Gao Shuangquan Lyu Guiran Liu Binrong Zhu Hongye Zheng Xiaoxuan Liao VLM 93 11 0 13 Feb 2025
Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning M. A. Ma'sum Mahardhika Pratama Igor Skrjanc CLL 116 0 0 12 Feb 2025
Amortized In-Context Bayesian Posterior Estimation Sarthak Mittal Niels Leif Bracher Guillaume Lajoie P. Jaini Marcus A. Brubaker 114 2 0 10 Feb 2025
Deep Learning in Automated Power Line Inspection: A Review Md. Ahasan Atick Faisal Imene Mecheter Yazan Qiblawey Javier Hernandez Fernandez M. E. Chowdhury S. Kiranyaz 84 2 0 10 Feb 2025
Skill Expansion and Composition in Parameter Space Tenglong Liu Junjie Li Yinan Zheng Haoyi Niu Yixing Lan Xin Xu Xianyuan Zhan 129 4 0 09 Feb 2025
Towards Foundational Models for Dynamical System Reconstruction: Hierarchical Meta-Learning via Mixture of Experts Roussel Desmond Nzoyem Grant Stevens Amarpal Sahota David A.W. Barton Tom Deakin 181 3 0 07 Feb 2025