On First-Order Meta-Learning Algorithms

8 March 2018

Papers citing "On First-Order Meta-Learning Algorithms"

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Title
Active Few-Shot Classification: a New Paradigm for Data-Scarce Learning Settings Aymane Abdali Vincent Gripon Lucas Drumetz Bartosz Bogusławski 29 1 0 23 Sep 2022
A Closer Look at Learned Optimization: Stability, Robustness, and Inductive Biases James Harrison Luke Metz Jascha Narain Sohl-Dickstein 47 22 0 22 Sep 2022
Modern Machine Learning Tools for Monitoring and Control of Industrial Processes: A Survey R. Bhushan Gopaluni Aditya Tulsyan Benoît Chachuat Biao Huang J. M. Lee Faraz Amjad S. Damarla Jong Woo Kim Nathan P. Lawrence AI4CE 19 38 0 22 Sep 2022
MAC: A Meta-Learning Approach for Feature Learning and Recombination S. Tiwari M. Gogoi S. Verma K. P. Singh CLL 37 1 0 20 Sep 2022
Learning Symbolic Model-Agnostic Loss Functions via Meta-Learning Christian Raymond Qi Chen Bing Xue Mengjie Zhang FedML 29 11 0 19 Sep 2022
Few-Shot Classification with Contrastive Learning Zhanyuan Yang Jinghua Wang Ying J. Zhu OODD MQ 48 55 0 17 Sep 2022
SQ-Swin: a Pretrained Siamese Quadratic Swin Transformer for Lettuce Browning Prediction Dayang Wang Boce Zhang Yongshun Xu Yaguang Luo Hengyong Yu ViT 27 1 0 16 Sep 2022
Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks Hyungeun Lee Kijung Yoon AI4CE 31 2 0 14 Sep 2022
Federated Meta-Learning for Traffic Steering in O-RAN Hakan Erdol Xiaoyang Wang Peizheng Li Jonathan D. Thomas Robert Piechocki G. Oikonomou Rui Inacio A. Ahmad K. Briggs S. Kapoor 9 12 0 13 Sep 2022
Online Continual Learning via the Meta-learning Update with Multi-scale Knowledge Distillation and Data Augmentation Ya-nan Han Jian-wei Liu KELM CLL 38 10 0 12 Sep 2022
Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification Tianyi Lei Honghui Hu Qiaoyang Luo Dezhong Peng Xu Wang 13 12 0 10 Sep 2022
Multi-NeuS: 3D Head Portraits from Single Image with Neural Implicit Functions Egor Burkov Ruslan Rakhimov Aleksandr Safin Evgeny Burnaev Victor Lempitsky 3DH 29 7 0 07 Sep 2022
A Study on Representation Transfer for Few-Shot Learning Chun-Nam Yu Yi Xie SSL 18 1 0 05 Sep 2022
Transductive Decoupled Variational Inference for Few-Shot Classification Ashutosh Kumar Singh Hadi Jamali Rad BDL VLM 39 17 0 22 Aug 2022
Towards Robust Drone Vision in the Wild Xiaoyu Lin SupR 28 0 0 21 Aug 2022
$Meta Learning for High-dimensional Ising Model Selection Using $\ell_1$-regularized Logistic Regression$ Meta Learning for High-dimensional Ising Model Selection Using $\ell_1$ -regularized Logistic Regression Huiming Xie Jean Honorio 25 1 0 19 Aug 2022
Meta-Learning Online Control for Linear Dynamical Systems Deepan Muthirayan D. Kalathil Pramod P. Khargonekar 35 6 0 18 Aug 2022
ROLAND: Graph Learning Framework for Dynamic Graphs Jiaxuan You Tianyu Du J. Leskovec AI4CE 18 164 0 15 Aug 2022
Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer Arjun Ashok K. J. Joseph V. Balasubramanian CLL 22 29 0 07 Aug 2022
Transformers as Meta-Learners for Implicit Neural Representations Yinbo Chen Xiaolong Wang AI4CE 24 60 0 04 Aug 2022
Improving Meta-Learning Generalization with Activation-Based Early-Stopping Simon Guiroy C. Pal Gonçalo Mordido Sarath Chandar 35 3 0 03 Aug 2022
Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning Konstantinos Kalais S. Chatzis BDL 36 8 0 02 Aug 2022
Look at Adjacent Frames: Video Anomaly Detection without Offline Training Yuqi Ouyang Guodong Shen Victor Sanchez OffRL 25 4 0 27 Jul 2022
Gradient-based Bi-level Optimization for Deep Learning: A Survey Can Chen Xiangshan Chen Chen Ma Zixuan Liu Xue Liu 94 35 0 24 Jul 2022
Kernel Relative-prototype Spectral Filtering for Few-shot Learning Tao Zhang Wu Huang 16 13 0 24 Jul 2022
Meta Spatio-Temporal Debiasing for Video Scene Graph Generation Li Xu Haoxuan Qu Jason Kuen Jiuxiang Gu Jun Liu CML 29 27 0 23 Jul 2022
Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration Zachary Michael Cieman Baum Yipeng Hu D. Barratt 16 2 0 22 Jul 2022
MetaComp: Learning to Adapt for Online Depth Completion Y. Chen Shanshan Zhao Wei Ji Biwei Huang Liping Xie OOD CLL VLM 51 1 0 21 Jul 2022
DeltaGAN: Towards Diverse Few-shot Image Generation with Sample-Specific Delta Y. Hong Li Niu Jianfu Zhang Liqing Zhang GAN 24 34 0 21 Jul 2022
Heuristic-free Optimization of Force-Controlled Robot Search Strategies in Stochastic Environments Bastian Alt Darko Katic Rainer Jäkel Michael Beetz 23 6 0 15 Jul 2022
Few-shot bioacoustic event detection at the DCASE 2022 challenge I. Nolasco S. Singh E. Vidana-Villa E. Grout J. Morford ... L. Gill H. Pamula Vincent Lostanlen V. Morfi D. Stowell 21 20 0 14 Jul 2022
Generating Pseudo-labels Adaptively for Few-shot Model-Agnostic Meta-Learning Guodong Liu Tongling Wang Shuoxi Zhang Kun He 41 1 0 09 Jul 2022
Few 'Zero Level Set'-Shot Learning of Shape Signed Distance Functions in Feature Space Amine Ouasfi A. Boukhayma 3DPC 24 21 0 09 Jul 2022
Few-Example Clustering via Contrastive Learning M-U Jang Sae-Young Chung 25 0 0 08 Jul 2022
Adaptive Personlization in Federated Learning for Highly Non-i.i.d. Data Yousef Yeganeh Azade Farshad Johannes Boschmann Richard Gaus Maximilian Frantzen Nassir Navab FedML OOD 29 2 0 07 Jul 2022
Diagnosing and Remedying Shot Sensitivity with Cosine Few-Shot Learners Davis Wertheimer Luming Tang Bharath Hariharan 26 0 0 07 Jul 2022
Learning Task Embeddings for Teamwork Adaptation in Multi-Agent Reinforcement Learning Lukas Schafer Filippos Christianos Amos Storkey Stefano V. Albrecht 16 6 0 05 Jul 2022
Invariant and Transportable Representations for Anti-Causal Domain Shifts Yibo Jiang Victor Veitch OOD 126 32 0 04 Jul 2022
The least-control principle for local learning at equilibrium Alexander Meulemans Nicolas Zucchet Seijin Kobayashi J. Oswald João Sacramento 28 20 0 04 Jul 2022
Dynamic Sub-Cluster-Aware Network for Few-Shot Skin Disease Classification Li Shuhan Xiaomeng Li Xiaowei Xu Kwang-Ting Cheng 31 6 0 03 Jul 2022
Prompting Decision Transformer for Few-Shot Policy Generalization Mengdi Xu Songlin Yang Shun Zhang Yuchen Lu Ding Zhao J. Tenenbaum Chuang Gan OffRL 16 136 0 27 Jun 2022
Understanding Benign Overfitting in Gradient-Based Meta Learning Lisha Chen Songtao Lu Tianyi Chen MLT 25 14 0 27 Jun 2022
Leveraging Language for Accelerated Learning of Tool Manipulation Allen Z. Ren Bharat Govil Tsung-Yen Yang Karthik Narasimhan Anirudha Majumdar LM&Ro 26 37 0 27 Jun 2022
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Massimiliano Patacchiola J. Bronskill Aliaksandra Shysheya Katja Hofmann Sebastian Nowozin Richard Turner VLM 32 9 0 20 Jun 2022
Motley: Benchmarking Heterogeneity and Personalization in Federated Learning Shan-shan Wu Tian Li Zachary B. Charles Yu Xiao Ziyu Liu Zheng Xu Virginia Smith FedML 40 44 0 18 Jun 2022
EEML: Ensemble Embedded Meta-learning Geng Li Boyuan Ren Hongzhi Wang FedML 13 2 0 18 Jun 2022
Landscape Learning for Neural Network Inversion Ruoshi Liu Chen-Guang Mao Purva Tendulkar Hongya Wang Carl Vondrick 35 8 0 17 Jun 2022
Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification Adrian El Baz Ihsan Ullah Edesio Alcobaça André C. P. L. F. de Carvalho Hong Chen ... Ekrem Öztürk J. V. Rijn Haozhe Sun Xin Wang Wenwu Zhu 35 12 0 15 Jun 2022
Rethinking Generalization in Few-Shot Classification Markus Hiller Rongkai Ma Mehrtash Harandi Tom Drummond OCL VLM 30 55 0 15 Jun 2022
On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation Markus Hiller Mehrtash Harandi Tom Drummond AI4CE 36 8 0 15 Jun 2022