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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
Instance Data Condensation for Image Super-Resolution Tianhao Peng Ho Man Kwan Yuxuan Jiang Ge Gao Fan Zhang Xiaozhong Xu Shan Liu David Bull DD 59 1 0 27 May 2025
Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Yuanzhe Peng Jieming Bian Lei Wang Yin Huang Jie Xu 20 0 0 27 May 2025
LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation Piyush Tiwary Kinjawl Bhattacharyya Prathosh A.P. MedIm 64 0 0 26 May 2025
APE: Selective Fine-tuning with Acceptance Criteria for Language Model Adaptation Javier Marín 57 0 0 26 May 2025
DreamPRM: Domain-Reweighted Process Reward Model for Multimodal Reasoning Qi Cao Ruiyi Wang Ruiyi Zhang Sai Ashish Somayajula P. Xie LRM 98 0 0 26 May 2025
MetaWriter: Personalized Handwritten Text Recognition Using Meta-Learned Prompt Tuning Wenhao Gu Li Gu Ching Yee Suen Yang Wang 36 0 0 26 May 2025
Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective Junnan Liu Hongwei Liu Linchen Xiao Shudong Liu Taolin Zhang Zihan Ma Songyang Zhang Kai Chen LRM 123 0 0 26 May 2025
Optimization-Inspired Few-Shot Adaptation for Large Language Models Boyan Gao Xin Wang Yibo Yang David A. Clifton 59 0 0 25 May 2025
CLaDMoP: Learning Transferrable Models from Successful Clinical Trials via LLMs Yiqing Zhang Xiaozhong Liu Fabricio Murai 39 0 0 24 May 2025
Evolving Machine Learning: A Survey Ignacio Cabrera Martin Subhaditya Mukherjee Almas Baimagambetov Joaquin Vanschoren Nikolaos Polatidis VLM 261 0 0 23 May 2025
DesignX: Human-Competitive Algorithm Designer for Black-Box Optimization Hongshu Guo Zeyuan Ma Yining Ma Xinglin Zhang Wei-Neng Chen Yue-Jiao Gong 206 0 0 23 May 2025
Finetuning-Activated Backdoors in LLMs Thibaud Gloaguen Mark Vero Robin Staab Martin Vechev AAML 202 0 0 22 May 2025
MetaSTH-Sleep: Towards Effective Few-Shot Sleep Stage Classification with Spatial-Temporal Hypergraph Enhanced Meta-Learning Jingyu Li Tiehua Zhang Jinze Wang Yi Zhang Yuhuan Li Yifan Zhao Zhishu Shen Jiannan Liu 90 0 0 22 May 2025
Meta-reinforcement learning with minimum attention Pilhwa Lee Shashank Gupta OffRL 125 0 0 22 May 2025
Meta-PerSER: Few-Shot Listener Personalized Speech Emotion Recognition via Meta-learning Liang-Yeh Shen Shi-Xin Fang Yi-Cheng Lin Huang-Cheng Chou Hung-yi Lee 41 0 0 22 May 2025
Prompt Tuning Vision Language Models with Margin Regularizer for Few-Shot Learning under Distribution Shifts Debarshi Brahma Anuska Roy Soma Biswas VLM 212 1 0 21 May 2025
Transfer of Structural Knowledge from Synthetic Languages Mikhail Budnikov Ivan Yamshchikov 68 0 0 21 May 2025
Mitigating Spurious Correlations with Causal Logit Perturbation Xiaoling Zhou Wei Ye Rui Xie Shikun Zhang CML 94 0 0 21 May 2025
World Models as Reference Trajectories for Rapid Motor Adaptation Carlos Stein Brito Daniel McNamee 48 0 0 21 May 2025
Meta-Learning an In-Context Transformer Model of Human Higher Visual Cortex Muquan Yu Mu Nan Hossein Adeli Jacob S. Prince John A. Pyles Leila Wehbe Margaret M. Henderson Michael J. Tarr Andrew F. Luo MedIm ViT 88 0 0 21 May 2025
Intra-class Patch Swap for Self-Distillation Hongjun Choi Eun Som Jeon Ankita Shukla Pavan Turaga 64 0 0 20 May 2025
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation Bin-Bin Gao Xiaochen Chen Z. Huang Congchong Nie Jun Liu Jinxiang Lai Guannan Jiang Xi-Zhao Wang Chengjie Wang 198 29 0 20 May 2025
A MIND for Reasoning: Meta-learning for In-context Deduction Leonardo Bertolazzi Manuel Vargas Guzmán Raffaella Bernardi Maciej Malicki Jakub Szymanik ReLM LRM 50 0 0 20 May 2025
Runtime Safety through Adaptive Shielding: From Hidden Parameter Inference to Provable Guarantees Minjae Kwon Tyler Ingebrand Ufuk Topcu Lu Feng 15 0 0 20 May 2025
Integration of TinyML and LargeML: A Survey of 6G and Beyond Thai-Hoc Vu Ngo Hoang Tu Thien Huynh-The Kyungchun Lee Sunghwan Kim Miroslav Voznak Quoc-Viet Pham 71 0 0 20 May 2025
Warm Up Before You Train: Unlocking General Reasoning in Resource-Constrained Settings Safal Shrestha Minwu Kim Aadim Nepal Anubhav Shrestha Keith Ross OffRL ReLM LRM 79 0 0 19 May 2025
Counter-Inferential Behavior in Natural and Artificial Cognitive Systems Serge Dolgikh 67 0 0 19 May 2025
CLIP-aware Domain-Adaptive Super-Resolution Zhengyang Lu Qian Xia Weifan Wang Feng Wang SupR 77 0 0 18 May 2025
NeuroGen: Neural Network Parameter Generation via Large Language Models Jiaqi Wang Yusen Zhang Xi Li 111 0 0 18 May 2025
Unsupervised Invariant Risk Minimization Yotam Norman Ron Meir OOD 90 0 0 18 May 2025
ProMi: An Efficient Prototype-Mixture Baseline for Few-Shot Segmentation with Bounding-Box Annotations Florent Chiaroni Ali Ayub Ola Ahmad 69 0 0 18 May 2025
Spectral-Spatial Self-Supervised Learning for Few-Shot Hyperspectral Image Classification Wenchen Chen Yanmei Zhang Zhongwei Xiao Jianping Chu Xingbo Wang 100 0 0 18 May 2025
Dynamic Perturbed Adaptive Method for Infinite Task-Conflicting Time Series Jiang You Xiaozhen Wang Arben Cela AI4TS 80 0 0 17 May 2025
AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery Yifan Dai Xuanbai Ren Tengfei Ma Qipeng Yan Yiping Liu Yuansheng Liu Xiangxiang Zeng 163 0 0 17 May 2025
Ready2Unlearn: A Learning-Time Approach for Preparing Models with Future Unlearning Readiness Hanyu Duan Yi Yang Ahmed Abbasi Kar Yan Tam MU OnRL 103 0 0 16 May 2025
Meta-World+: An Improved, Standardized, RL Benchmark Reginald McLean Evangelos Chatzaroulas Luc McCutcheon Frank Röder Tianhe Yu ... Ryan Julian Jordan Terry Isaac Woungang Nariman Farsad Pablo Samuel Castro OffRL 79 1 0 16 May 2025
Generalizable Vision-Language Few-Shot Adaptation with Predictive Prompts and Negative Learning Sriram Mandalika VLM 63 0 0 16 May 2025
Meta-learning Slice-to-Volume Reconstruction in Fetal Brain MRI using Implicit Neural Representations Maik Dannecker Thomas Sanchez Meritxell Bach Cuadra Özgün Turgut Anthony N. Price Lucilio Cordero-Grande V. Kyriakopoulou Joseph V. Hajnal Daniel Rueckert 54 0 0 14 May 2025
Few-Shot Learning of Visual Compositional Concepts through Probabilistic Schema Induction Andrew Jun Lee Taylor Webb Trevor Bihl K. Holyoak Hongjing Lu OCL 63 0 0 14 May 2025
System Prompt Optimization with Meta-Learning Yumin Choi Jinheon Baek Sung Ju Hwang LLMAG 111 0 0 14 May 2025
Few-shot Novel Category Discovery Chunming Li Shidong Wang Haofeng Zhang 62 0 0 13 May 2025
Modeling Unseen Environments with Language-guided Composable Causal Components in Reinforcement Learning Xinyue Wang Zhen Zhang OffRL CML 68 0 0 13 May 2025
Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning Qi Xu J. Zhu D. Zhou Hao Chen Yang Liu Jiangrong Shen Qiang Zhang 106 0 0 12 May 2025
Combining Bayesian Inference and Reinforcement Learning for Agent Decision Making: A Review Chengmin Zhou Ville Kyrki Pasi Fränti Laura Ruotsalainen BDL AI4CE 121 0 0 12 May 2025
Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains Ibne Farabi Shihab Sanjeda Akter Anuj Sharma BDL 36 1 0 12 May 2025
Hand-Shadow Poser Hao Xu Yinqiao Wang Niloy J. Mitra Shuaicheng Liu Pheng-Ann Heng Chi-Wing Fu 3DH 95 0 0 11 May 2025
Topology Guidance: Controlling the Outputs of Generative Models via Vector Field Topology Xiaohan Wang Matthew Berger DiffM 52 0 0 11 May 2025
Minimizing Risk Through Minimizing Model-Data Interaction: A Protocol For Relying on Proxy Tasks When Designing Child Sexual Abuse Imagery Detection Models Thamiris Coelho Leo S. F. Ribeiro João Macedo J. A. dos Santos Sandra Avila 71 1 0 10 May 2025
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action Recognition Congqi Cao Peiheng Han Y. Zhang Yating Yu Qinyi Lv Lingtong Min Yanning Zhang VLM 133 0 0 09 May 2025
Prompted Meta-Learning for Few-shot Knowledge Graph Completion Han Wu Jie Yin VLM 418 0 0 08 May 2025