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Transformers as Meta-Learners for Implicit Neural Representations

4 August 2022

Yinbo Chen

Xiaolong Wang

AI4CE

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Papers citing "Transformers as Meta-Learners for Implicit Neural Representations"

47 / 47 papers shown

Title
Temporal Variational Implicit Neural Representations Batuhan Koyuncu Rachael DeVries Ole Winther Isabel Valera AI4TS BDL 61 0 0 02 Jun 2025
QuARI: Query Adaptive Retrieval Improvement Eric Xing Abby Stylianou Robert Pless Nathan Jacobs VLM 19 0 0 27 May 2025
Is Single-View Mesh Reconstruction Ready for Robotics? Frederik Nolte Bernhard Schölkopf Ingmar Posner 137 0 0 23 May 2025
ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing Data Mengxuan Li Ke Liu Jialong Guo Jiajun Bu Hongwei Wang Haishuai Wang AI4TS 74 0 0 16 May 2025
Hyper-Transforming Latent Diffusion Models I. Peis Batuhan Koyuncu Isabel Valera J. Frellsen 196 1 0 23 Apr 2025
SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields David K. Park Xihaier Luo Guang Zhao Seungjun Lee Miruna Oprescu Shinjae Yoo AI4TS 57 0 0 16 Apr 2025
Meta-Continual Learning of Neural Fields Seungyoon Woo Junhyeog Yun Gunhee Kim CLL AI4CE 117 1 0 08 Apr 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
Adversarial Robustness in Parameter-Space Classifiers Tamir Shor Ethan Fetaya Chaim Baskin A. Bronstein AAML OOD 482 0 0 27 Feb 2025
Geometric Neural Process Fields Wenzhe Yin Zehao Xiao Jiayi Shen Yunlu Chen Cees G. M. Snoek Jan-Jakob Sonke E. Gavves AI4CE 174 0 0 04 Feb 2025
Where Do We Stand with Implicit Neural Representations? A Technical and Performance Survey Amer Essakine Yanqi Cheng Chun-Wun Cheng Lipei Zhang Zhongying Deng Lei Zhu Carola-Bibiane Schonlieb Angelica I Aviles-Rivero 103 11 0 06 Nov 2024
Fast Training of Sinusoidal Neural Fields via Scaling Initialization Taesun Yeom Sangyoon Lee Jaeho Lee 110 3 0 07 Oct 2024
OPONeRF: One-Point-One NeRF for Robust Neural Rendering Yu Zheng Yueqi Duan Kangfu Zheng Hongru Yan Jiwen Lu Jie Zhou 60 0 0 30 Sep 2024
Fast Encoding and Decoding for Implicit Video Representation Hao Chen Saining Xie Ser-Nam Lim Abhinav Shrivastava 83 1 0 28 Sep 2024
Streaming Neural Images Marcos V. Conde Andy Bigos Radu Timofte 74 0 0 25 Sep 2024
Learning Transferable Features for Implicit Neural Representations Kushal Vyas Ahmed Imtiaz Humayun Aniket Dashpute Richard G. Baraniuk Ashok Veeraraghavan Guha Balakrishnan OOD 202 4 0 15 Sep 2024
FewShotNeRF: Meta-Learning-based Novel View Synthesis for Rapid Scene-Specific Adaptation Piraveen Sivakumar Paul Janson Jathushan Rajasegaran Thanuja D. Ambegoda 117 1 0 09 Aug 2024
Latent-INR: A Flexible Framework for Implicit Representations of Videos with Discriminative Semantics Shishira R. Maiya Anubhav Gupta M. Gwilliam Max Ehrlich Abhinav Shrivastava 82 3 1 05 Aug 2024
Attention Beats Linear for Fast Implicit Neural Representation Generation Shuyi Zhang Ke Liu Jingjun Gu Xiaoxu Cai Zhihua Wang Jiajun Bu Haishuai Wang 122 2 0 22 Jul 2024
Generalizable Implicit Motion Modeling for Video Frame Interpolation Zujin Guo Wei Li Chen Change Loy 151 3 0 11 Jul 2024
UltraPixel: Advancing Ultra-High-Resolution Image Synthesis to New Peaks Jingjing Ren Wenbo Li Haoyu Chen Renjing Pei Bin Shao Yong Guo Long Peng Fenglong Song Lei Zhu 104 22 0 02 Jul 2024
Extreme Compression of Adaptive Neural Images Leo Hoshikawa Marcos V. Conde Takeshi Ohashi Atsushi Irie 90 1 0 27 May 2024
Implicit Neural Representations for Robust Joint Sparse-View CT Reconstruction Jiayang Shi Junyi Zhu D. Pelt K. Batenburg Matthew B. Blaschko 77 4 0 03 May 2024
Latent Modulated Function for Computational Optimal Continuous Image Representation Zongyao He Zhi Jin SupR 109 12 0 25 Apr 2024
Unsupervised Occupancy Learning from Sparse Point Cloud Amine Ouasfi A. Boukhayma 97 14 0 03 Apr 2024
DNAct: Diffusion Guided Multi-Task 3D Policy Learning Ge Yan Yueh-hua Wu Xiaolong Wang VGen 120 22 0 07 Mar 2024
Dream360: Diverse and Immersive Outdoor Virtual Scene Creation via Transformer-Based 360 Image Outpainting Hao Ai Zidong Cao H. Lu Chen Chen Jiancang Ma Pengyuan Zhou Tae-Kyun Kim Pan Hui Lin Wang 86 5 0 19 Jan 2024
Explaining the Implicit Neural Canvas: Connecting Pixels to Neurons by Tracing their Contributions Namitha Padmanabhan M. Gwilliam Pulkit Kumar Shishira R. Maiya Max Ehrlich Abhinav Shrivastava 93 2 1 18 Jan 2024
SHAP-EDITOR: Instruction-guided Latent 3D Editing in Seconds Minghao Chen Junyu Xie Iro Laina Andrea Vedaldi KELM 84 10 0 14 Dec 2023
A Compact Implicit Neural Representation for Efficient Storage of Massive 4D Functional Magnetic Resonance Imaging Ruoran Li Runzhao Yang Wenxin Xiang Yuxiao Cheng Tingxiong Xiao J. Suo AI4CE 70 0 0 30 Nov 2023
Robustifying Generalizable Implicit Shape Networks with a Tunable Non-Parametric Model Amine Ouasfi A. Boukhayma 3DPC OOD 76 9 0 21 Nov 2023
A Meta-Learning Perspective on Transformers for Causal Language Modeling Xinbo Wu Lav Varshney 80 7 0 09 Oct 2023
Locality-Aware Generalizable Implicit Neural Representation Doyup Lee Chiheon Kim Minsu Cho Wook-Shin Han 87 12 0 09 Oct 2023
TextField3D: Towards Enhancing Open-Vocabulary 3D Generation with Noisy Text Fields Tianyu Huang Yihan Zeng Bowen Dong Hang Xu Songcen Xu Rynson W. H. Lau Wangmeng Zuo DiffM 97 9 0 29 Sep 2023
Generalizable Neural Fields as Partially Observed Neural Processes Jeffrey Gu Kuan-Chieh Wang Serena Yeung AI4CE 94 4 0 13 Sep 2023
GNFactor: Multi-Task Real Robot Learning with Generalizable Neural Feature Fields Yanjie Ze Ge Yan Yueh-hua Wu Annabella Macaluso Yuying Ge Jianglong Ye Nicklas Hansen Li Erran Li Xinyu Wang DiffM AI4CE 102 86 0 31 Aug 2023
Memory Efficient Neural Processes via Constant Memory Attention Block Leo Feng Frederick Tung Hossein Hajimirsadeghi Yoshua Bengio Mohamed Osama Ahmed 81 7 0 23 May 2023
Shap-E: Generating Conditional 3D Implicit Functions Heewoo Jun Alex Nichol DiffM 285 322 0 03 May 2023
Representing Volumetric Videos as Dynamic MLP Maps Sida Peng Yunzhi Yan Qing Shuai Hujun Bao Xiaowei Zhou 93 58 0 13 Apr 2023
FeatureNeRF: Learning Generalizable NeRFs by Distilling Foundation Models Jianglong Ye Naiyan Wang Xinyu Wang DiffM 94 44 0 22 Mar 2023
HyperPose: Hypernetwork-Infused Camera Pose Localization and an Extended Cambridge Landmarks Dataset Ron Ferens Y. Keller ViT 76 0 0 05 Mar 2023
Hypernetworks build Implicit Neural Representations of Sounds Filip Szatkowski Karol J. Piczak Przemtslaw Spurek Jacek Tabor Tomasz Trzciñski 106 11 0 09 Feb 2023
Learning Large-scale Neural Fields via Context Pruned Meta-Learning Jihoon Tack Subin Kim Sihyun Yu Jaeho Lee Jinwoo Shin Jonathan Richard Schwarz 87 9 0 01 Feb 2023
Versatile Neural Processes for Learning Implicit Neural Representations Zongyu Guo Cuiling Lan Zhizheng Zhang Yan Lu Zhibo Chen 77 13 0 21 Jan 2023
NIRVANA: Neural Implicit Representations of Videos with Adaptive Networks and Autoregressive Patch-wise Modeling Shishira R. Maiya Sharath Girish Max Ehrlich Hanyu Wang Kwot Sin Lee Patrick Poirson Pengxiang Wu Chen Wang Abhinav Shrivastava VGen 96 43 0 30 Dec 2022
Generalizable Implicit Neural Representations via Instance Pattern Composers Chiheon Kim Doyup Lee Saehoon Kim Minsu Cho Wook-Shin Han AI4CE 86 25 0 23 Nov 2022
Implicit Functions in Feature Space for 3D Shape Reconstruction and Completion Julian Chibane Thiemo Alldieck Gerard Pons-Moll 3DPC 208 500 0 03 Mar 2020