Meta-Learning in Neural Networks: A Survey

11 April 2020

Timothy M. Hospedales

Amos Storkey

Papers citing "Meta-Learning in Neural Networks: A Survey"

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Title
Uniform Loss vs. Specialized Optimization: A Comparative Analysis in Multi-Task Learning Gabriel S. Gama Valdir Grassi Jr MoMe 45 0 0 15 May 2025
Towards Adaptive Meta-Gradient Adversarial Examples for Visual Tracking Wei-Long Tian Peng Gao Xiao Liu Long Xu Hamido Fujita Hanan Aljuai Mao-Li Wang AAML 29 0 0 13 May 2025
Hand-Shadow Poser Hao Xu Yinqiao Wang Niloy J. Mitra Shuaicheng Liu Pheng-Ann Heng Chi-Wing Fu 3DH 36 0 0 11 May 2025
Masked Subspace Clustering Methods Jiebo Song Huaming Ling 23 0 0 11 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 48 0 0 07 May 2025
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 36 0 0 03 May 2025
PREMISE: Matching-based Prediction for Accurate Review Recommendation Wei Han Hui Chen Soujanya Poria 47 0 0 02 May 2025
Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments Yun Qu Luu Anh Tuan Yixiu Mao Yiqin Lv Xiangyang Ji TTA 90 0 0 27 Apr 2025
Effortless, Simulation-Efficient Bayesian Inference using Tabular Foundation Models Julius Vetter Manuel Gloeckler Daniel Gedon Jakob H Macke 41 0 0 24 Apr 2025
MetaMolGen: A Neural Graph Motif Generation Model for De Novo Molecular Design Zimo Yan Jie Zhang Zheng Xie Chang-rui Liu Yong-Jin Liu Yiping Song 36 0 0 22 Apr 2025
A Survey on Small Sample Imbalance Problem: Metrics, Feature Analysis, and Solutions Shuxian Zhao Jie Gui Minjing Dong Baosheng Yu Zhipeng Gui Lu Dong Yuan Yan Tang James T. Kwok 34 0 0 21 Apr 2025
Manifold meta-learning for reduced-complexity neural system identification Marco Forgione Ankush Chakrabarty Dario Piga Matteo Rufolo Alberto Bemporad 36 0 0 16 Apr 2025
Analogical Learning for Cross-Scenario Generalization: Framework and Application to Intelligent Localization Zirui Chen Zhaoyang Zhang Ziqing Xing Ridong Li Zhaohui Yang Richeng Jin Chongwen Huang YuZhi Yang Mérouane Debbah 23 0 0 09 Apr 2025
The challenge of uncertainty quantification of large language models in medicine Zahra Atf Seyed Amir Ahmad Safavi-Naini Peter Lewis Aref Mahjoubfar Nariman Naderi Thomas Savage Ali Soroush 21 0 0 07 Apr 2025
Foundation Models for Environmental Science: A Survey of Emerging Frontiers Runlong Yu Shengyu Chen Yiqun Xie Huaxiu Yao J. Willard X. Jia AI4CE 33 1 0 05 Apr 2025
Agentic Knowledgeable Self-awareness Shuofei Qiao Zihan Qiu Baochang Ren Xiaobin Wang Xiangyuan Ru ... Xiang Chen Yong-feng Jiang Pengjun Xie Fei Huang H. Chen LLMAG LM&Ro AIFin 48 1 0 04 Apr 2025
Sparse Gaussian Neural Processes Tommy Rochussen Vincent Fortuin BDL UQCV 61 0 0 02 Apr 2025
MetaCLBench: Meta Continual Learning Benchmark on Resource-Constrained Edge Devices Sijia Li Young D. Kwon Lik-Hang Lee Pan Hui 36 0 0 31 Mar 2025
Adaptive Clipping for Privacy-Preserving Few-Shot Learning: Enhancing Generalization with Limited Data Kanishka Ranaweera Dinh C. Nguyen P. Pathirana David B. Smith Ming Ding Thierry Rakotoarivelo A. Seneviratne 31 0 0 27 Mar 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 85 14 0 27 Mar 2025
Adaptive Physics-informed Neural Networks: A Survey Edgar Torres Jonathan Schiefer Mathias Niepert PINN AI4CE 65 0 0 23 Mar 2025
Riemannian Geometric-based Meta Learning JuneYoung Park YuMi Lee Tae Joon Kim Jang-Hwan Choi 55 0 0 14 Mar 2025
Secure On-Device Video OOD Detection Without Backpropagation Li Li Peilin Cai Yuxiao Zhou Zhiyu Ni Renjie Liang You Qin Yi Nian Z. Tu Xiyang Hu Yue Zhao OODD FedML 65 2 0 08 Mar 2025
scDD: Latent Codes Based scRNA-seq Dataset Distillation with Foundation Model Knowledge Zhen Yu Jianan Han Yang Liu Qingchao Chen 62 0 0 06 Mar 2025
HILGEN: Hierarchically-Informed Data Generation for Biomedical NER Using Knowledgebases and Large Language Models Yao Ge Yuting Guo Sudeshna Das Swati Rajwal Selen Bozkurt A. Sarker MedIm LM&MA 55 0 0 06 Mar 2025
A Survey of Foundation Models for Environmental Science Runlong Yu Shengyu Chen Yiqun Xie X. Jia AI4CE 61 1 0 05 Mar 2025
Learning to Generalize without Bias for Open-Vocabulary Action Recognition Yating Yu Congqi Cao Yifan Zhang Yanning Zhang VLM 43 0 0 27 Feb 2025
From Text to Trajectory: Exploring Complex Constraint Representation and Decomposition in Safe Reinforcement Learning Pusen Dong Tianchen Zhu Yue Qiu Haoyi Zhou Jianxin Li 80 1 0 24 Feb 2025
Electrical Load Forecasting over Multihop Smart Metering Networks with Federated Learning Ratun Rahman Pablo Moriano Samee U. Khan Dinh C. Nguyen 39 1 0 24 Feb 2025
Set a Thief to Catch a Thief: Combating Label Noise through Noisy Meta Learning Hanxuan Wang Na Lu Xueying Zhao Yuxuan Yan Kaipeng Ma Kwoh Chee Keong Gustavo Carneiro NoLa 59 0 0 22 Feb 2025
Dual-level Mixup for Graph Few-shot Learning with Fewer Tasks Y. Liu Mengyu Li Fausto Giunchiglia Lan Huang Ximing Li Xiaoyue Feng Renchu Guan 43 0 0 21 Feb 2025
A Survey of Reinforcement Learning for Optimization in Automation Ahmad Farooq Kamran Iqbal OffRL 89 1 0 13 Feb 2025
Model Diffusion for Certifiable Few-shot Transfer Learning Fady Rezk Royson Lee Henry Gouk Timothy M. Hospedales Minyoung Kim 53 0 0 10 Feb 2025
Amortized In-Context Bayesian Posterior Estimation Sarthak Mittal Niels Leif Bracher Guillaume Lajoie P. Jaini Marcus A. Brubaker 62 1 0 10 Feb 2025
Towards Foundational Models for Dynamical System Reconstruction: Hierarchical Meta-Learning via Mixture of Experts Roussel Desmond Nzoyem David A.W. Barton Tom Deakin 72 1 0 07 Feb 2025
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models Tongkun Liu Bing Li Xiao Jin Yupeng Shi Qiuying Li Xiang Wei 64 0 0 03 Feb 2025
Meta-learning of shared linear representations beyond well-specified linear regression Mathieu Even Laurent Massoulié 44 0 0 31 Jan 2025
Meta-Federated Learning: A Novel Approach for Real-Time Traffic Flow Management Bob Johnson Michael Geller 44 1 0 28 Jan 2025
Reinforcement Teaching Alex Lewandowski Calarina Muslimani Dale Schuurmans Matthew E. Taylor Jun Luo 81 1 0 28 Jan 2025
ARWKV: Pretrain is not what we need, an RNN-Attention-Based Language Model Born from Transformer Lin Yueyu Li Zhiyuan Peter Yue Liu Xiao 42 5 0 28 Jan 2025
ATRNet-STAR: A Large Dataset and Benchmark Towards Remote Sensing Object Recognition in the Wild Yongxiang Liu Weijie Li Li Liu Jie Zhou Xuying Xiong ... Yafei Song Wei Yang Tianpeng Liu Zhen Liu Xiang Li 81 1 0 23 Jan 2025
One-Class Domain Adaptation via Meta-Learning Stephanie Holly T. Bierweiler Stefan von Dosky Ahmed Frikha C. Heitzinger Jana Eder 78 0 0 22 Jan 2025
Reinforcement learning Based Automated Design of Differential Evolution Algorithm for Black-box Optimization Xu Yang Rui Wang Kaiwen Li Ling Wang 51 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 37 0 0 21 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 44 1 0 20 Jan 2025
A Tensor Low-Rank Approximation for Value Functions in Multi-Task Reinforcement Learning Sergio Rozada Santiago Paternain J. Bazerque Antonio G. Marques 69 0 0 17 Jan 2025
PeFLL: Personalized Federated Learning by Learning to Learn Jonathan Scott Hossein Zakerinia Christoph H. Lampert FedML 94 7 0 17 Jan 2025
Feedback-Driven Vision-Language Alignment with Minimal Human Supervision Giorgio Giannone Ruoteng Li Qianli Feng Evgeny Perevodchikov Rui Chen Aleix M. Martinez VLM 66 0 0 08 Jan 2025
RW-Net: Enhancing Few-Shot Point Cloud Classification with a Wavelet Transform Projection-based Network Haosheng Zhang Hao Huang 36 0 0 06 Jan 2025
Functional Risk Minimization Ferran Alet Clement Gehring Tomás Lozano-Pérez Kenji Kawaguchi Joshua B. Tenenbaum Leslie Pack Kaelbling OffRL 60 0 0 31 Dec 2024