Representation Learning: A Review and New Perspectives

24 June 2012

Yoshua Bengio

Aaron Courville

Pascal Vincent

OOD

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Papers citing "Representation Learning: A Review and New Perspectives"

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Title
Autoencoding Random Forests Binh Duc Vu Jan Kapar Marvin N. Wright David S. Watson 65 0 0 27 May 2025
Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Sheshera Mysore Debarati Das Hancheng Cao Bahareh Sarrafzadeh 50 0 0 21 May 2025
Object-Centric Representations Improve Policy Generalization in Robot Manipulation Alexandre Chapin Bruno Machado Emmanuel Dellandrea Liming Chen OCL 78 0 0 16 May 2025
Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Nima Dehghani AI4CE 59 0 0 12 May 2025
Efficient Quantum Convolutional Neural Networks for Image Classification: Overcoming Hardware Constraints Peter Röseler Oliver Schaudt Helmut Berg Christian Bauckhage Matthias Koch 91 0 0 09 May 2025
Quantum Feature Space of a Qubit Coupled to an Arbitrary Bath Chris Wise Akram Youssry Alberto Peruzzo Jo Plested Matt Woolley 55 0 0 06 May 2025
Geospatial Mechanistic Interpretability of Large Language Models Stef De Sabbata Stefano Mizzaro Kevin Roitero AI4CE 82 0 0 06 May 2025
Rethinking Time Encoding via Learnable Transformation Functions Xi Chen Yateng Tang Jiarong Xu Jiawei Zhang Siwei Zhang Sijia Peng Xuehao Zheng Yun Xiong AI4TS 121 0 0 01 May 2025
Image Interpolation with Score-based Riemannian Metrics of Diffusion Models Shinnosuke Saito Takashi Matsubara DiffM 116 1 0 28 Apr 2025
Speaker Retrieval in the Wild: Challenges, Effectiveness and Robustness Erfan Loweimi Mengjie Qian Kate Knill Mark Gales 60 0 0 26 Apr 2025
Shrinkage Initialization for Smooth Learning of Neural Networks Miao Cheng Feiyan Zhou Hongwei Zou Limin Wang AI4CE 50 0 0 12 Apr 2025
Towards Combinatorial Interpretability of Neural Computation Micah Adler Dan Alistarh Nir Shavit FAtt 297 1 0 10 Apr 2025
MInCo: Mitigating Information Conflicts in Distracted Visual Model-based Reinforcement Learning Shiguang Sun Hanbo Zhang Zeyang Liu Xinrui Yang Lipeng Wan Bing Yan Xingyu Chen Xuguang Lan 120 0 0 05 Apr 2025
Artificial Intelligence and Deep Learning Algorithms for Epigenetic Sequence Analysis: A Review for Epigeneticists and AI Experts Muhammad Tahir Mahboobeh Norouzi Shehroz S. Khan James Davie Soichiro Yamanaka A. Ashraf 80 1 0 01 Apr 2025
Minimum Description Length of a Spectrum Variational Autoencoder: A Theory Canlin Zhang Xiuwen Liu 81 0 0 01 Apr 2025
Byzantine Resilient Federated Multi-Task Representation Learning Tuan Le Shana Moothedath 69 0 0 24 Mar 2025
Mitigating Ambiguities in 3D Classification with Gaussian Splatting Ruiqi Zhang Hao Zhu Jiaqi Zhao Qi Zhang Xun Cao Zhan Ma 3DPC 110 0 0 11 Mar 2025
Sanity Checking Causal Representation Learning on a Simple Real-World System Juan L. Gamella Simon Bing Jakob Runge CML 121 1 0 27 Feb 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 435 1 0 27 Feb 2025
FLINT: Learning-based Flow Estimation and Temporal Interpolation for Scientific Ensemble Visualization Hamid Gadirov Jos B. T. M. Roerdink Steffen Frey AI4CE 106 1 0 24 Feb 2025
Digital implementations of deep feature extractors are intrinsically informative Max Getter 77 0 0 20 Feb 2025
DivIL: Unveiling and Addressing Over-Invariance for Out-of- Distribution Generalization Jiaqi Wang Yuhang Zhou Zhixiong Zhang Qiguang Chen Yongqiang Chen James Cheng OODD 112 1 0 18 Feb 2025
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 159 1 0 17 Feb 2025
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 82 5 0 17 Feb 2025
Differential Adjusted Parity for Learning Fair Representations Bucher Sahyouni Matthew Vowels Liqun Chen Simon Hadfield FaML 118 0 0 13 Feb 2025
PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning Angel Villar-Corrales Sven Behnke 143 4 0 11 Feb 2025
From Pixels to Components: Eigenvector Masking for Visual Representation Learning Alice Bizeul Thomas M. Sutter Alain Ryser Bernhard Schölkopf Julius von Kügelgen Julia E. Vogt 132 2 0 10 Feb 2025
Beyond Batch Learning: Global Awareness Enhanced Domain Adaptation Lingkun Luo Shiqiang Hu Liming Chen 111 0 0 10 Feb 2025
Neuron Platonic Intrinsic Representation From Dynamics Using Contrastive Learning Wei Wu Can Liao Zizhen Deng Zhengrui Guo Jinzhuo Wang 66 0 0 06 Feb 2025
A Revisit of Total Correlation in Disentangled Variational Auto-Encoder with Partial Disentanglement Chengrui Li Yunmiao Wang Yule Wang Weihan Li Dieter Jaeger Anqi Wu CoGe DRL 96 0 0 04 Feb 2025
Meta-learning of shared linear representations beyond well-specified linear regression Mathieu Even Laurent Massoulié 86 0 0 31 Jan 2025
Contrastive Masked Autoencoders for Character-Level Open-Set Writer Identification Xiaowei Jiang Wenhao Ma Yiqun Duan T. Do Chin-Teng Lin 98 0 0 21 Jan 2025
Enhancing Graph Self-Supervised Learning with Graph Interplay Xinjian Zhao Wei Pang Xiangru Jian Yaoyao Xu Chaolong Ying Tianshu Yu 121 0 0 17 Jan 2025
CodEv: An Automated Grading Framework Leveraging Large Language Models for Consistent and Constructive Feedback En-Qi Tseng Pei-Cing Huang Chan Hsu Peng-Yi Wu Chan-Tung Ku Yihuang Kang 59 1 0 10 Jan 2025
MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification Yapeng Li Yong Luo Lefei Zhang Zengmao Wang Bo Du Mamba 68 63 0 10 Jan 2025
Disambiguation of Chinese Polyphones in an End-to-End Framework with Semantic Features Extracted by Pre-trained BERT Dongyang Dai Zhiyong Wu Shiyin Kang Xixin Wu Jia Jia Dan Su Dong Yu Helen Meng 69 26 0 03 Jan 2025
learning discriminative features from spectrograms using center loss for speech emotion recognition Dongyang Dai Zhiyong Wu Runnan Li Xixin Wu Jia Jia Helen Meng 55 49 0 03 Jan 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 337 0 0 31 Dec 2024
Semantics Prompting Data-Free Quantization for Low-Bit Vision Transformers Mingliang Xu Yuyao Zhou Yuxin Zhang Shen Li Yong Li Chia-Wen Lin Zhanpeng Zeng Rongrong Ji MQ 191 0 0 31 Dec 2024
Symbolic Disentangled Representations for Images Alexandr Korchemnyi A. Kovalev Aleksandr I. Panov OCL 73 0 0 31 Dec 2024
"Efficient Complexity": a Constrained Optimization Approach to the Evolution of Natural Intelligence Serge Dolgikh 57 0 0 31 Dec 2024
Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models Konstantin Donhauser Kristina Ulicna Gemma Elyse Moran Aditya Ravuri Kian Kenyon-Dean Cian Eastwood Jason Hartford 105 0 0 20 Dec 2024
Machine Learning Analysis of Anomalous Diffusion Wenjie Cai Yi Hu X. Qu Hui Zhao Gongyi Wang Jing Li Zihan Huang 97 1 0 02 Dec 2024
Pretrained Reversible Generation as Unsupervised Visual Representation Learning Rongkun Xue Jinouwen Zhang Yazhe Niu Dazhong Shen Bingqi Ma Yu Liu Jing Yang 116 0 0 29 Nov 2024
On the phase diagram of extensive-rank symmetric matrix denoising beyond rotational invariance Jean Barbier Francesco Camilli Justin Ko Koki Okajima 68 6 0 04 Nov 2024
An Information Criterion for Controlled Disentanglement of Multimodal Data Chenyu Wang Sharut Gupta Xinyi Zhang Sana Tonekaboni Stefanie Jegelka Tommi Jaakkola Caroline Uhler DRL 64 2 0 31 Oct 2024
A Geometric Framework for Understanding Memorization in Generative Models Brendan Leigh Ross Hamidreza Kamkari Tongzi Wu Rasa Hosseinzadeh Zhaoyan Liu George Stein Jesse C. Cresswell Gabriel Loaiza-Ganem 78 7 0 31 Oct 2024
Cross-Entropy Is All You Need To Invert the Data Generating Process Patrik Reizinger Alice Bizeul Attila Juhos Julia E. Vogt Randall Balestriero Wieland Brendel David Klindt SSL OOD BDL DRL 149 4 0 29 Oct 2024
Analyzing Generative Models by Manifold Entropic Metrics Daniel Galperin Ullrich Köthe DRL 86 0 0 25 Oct 2024
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting Guoqi Yu Yaoming Li Xiaoyu Guo Dayu Wang Zirui Liu Shujun Wang Tong Yang AI4TS 336 0 0 22 Oct 2024