Theoretical Analysis of Inductive Biases in Deep Convolutional Networks

15 May 2023

Papers citing "Theoretical Analysis of Inductive Biases in Deep Convolutional Networks"

14 / 14 papers shown

Title
Towards Long-Range ENSO Prediction with an Explainable Deep Learning Model Qi Chen Yinghao Cui Guobin Hong Karumuri Ashok Yuchun Pu Xiaogu Zheng Xuanze Zhang Wei Zhong Peng Zhan Z. Wang AI4Cl 35 0 0 25 Mar 2025
STLight: a Fully Convolutional Approach for Efficient Predictive Learning by Spatio-Temporal joint Processing Andrea Alfarano Alberto Alfarano Linda Friso Andrea Bacciu Irene Amerini Fabrizio Silvestri 35 0 0 15 Nov 2024
Barriers to Complexity-Theoretic Proofs that Achieving AGI Using Machine Learning is Intractable Michael Guerzhoy 24 0 0 10 Nov 2024
On the Inductive Bias of Stacking Towards Improving Reasoning Nikunj Saunshi Stefani Karp Shankar Krishnan Sobhan Miryoosefi Sashank J. Reddi Sanjiv Kumar LRM AI4CE 29 4 0 27 Sep 2024
Reclaiming Residual Knowledge: A Novel Paradigm to Low-Bit Quantization Róisín Luo Alexandru Drimbarean Walsh Simon Colm O'Riordan MQ 21 0 0 01 Aug 2024
U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models Song Mei 3DV AI4CE DiffM 31 11 0 29 Apr 2024
MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and Learning Yifan Jiang Jiarui Zhang Kexuan Sun Zhivar Sourati Kian Ahrabian Kaixin Ma Filip Ilievski Jay Pujara LRM 32 12 0 21 Apr 2024
Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs Aakash Lahoti Stefani Karp Ezra Winston Aarti Singh Yuanzhi Li 16 0 0 23 Mar 2024
Which Frequencies do CNNs Need? Emergent Bottleneck Structure in Feature Learning Yuxiao Wen Arthur Jacot 40 6 0 12 Feb 2024
Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation Vandan Gorade Sparsh Mittal Debesh Jha Rekha Singhal Ulas Bagci 20 3 0 18 Jan 2024
Implicit Regularization in Hierarchical Tensor Factorization and Deep Convolutional Neural Networks Noam Razin Asaf Maman Nadav Cohen 28 29 0 27 Jan 2022
Primer: Searching for Efficient Transformers for Language Modeling David R. So Wojciech Mañke Hanxiao Liu Zihang Dai Noam M. Shazeer Quoc V. Le VLM 83 149 0 17 Sep 2021
Learning with invariances in random features and kernel models Song Mei Theodor Misiakiewicz Andrea Montanari OOD 44 89 0 25 Feb 2021
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 244 35,884 0 25 Aug 2016