Unsupervised Feature Extraction by Time-Contrastive Learning and
Nonlinear ICA

Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA

20 May 2016

Papers citing "Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA"

17 / 17 papers shown

Title
Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning Ruichu Cai Junjie Wan Weilin Chen Zeqin Yang Zijian Li Peng Zhen Jiecheng Guo CML 96 1 0 08 May 2025
Position: An Empirically Grounded Identifiability Theory Will Accelerate Self-Supervised Learning Research Patrik Reizinger Randall Balestriero David Klindt Wieland Brendel 93 0 0 17 Apr 2025
STaRFormer: Semi-Supervised Task-Informed Representation Learning via Dynamic Attention-Based Regional Masking for Sequential Data Maxmilian Forstenhäusler Daniel Külzer Christos Anagnostopoulos Shameem Puthiya Parambath Natascha Weber AI4TS MedIm 102 0 0 14 Apr 2025
I Predict Therefore I Am: Is Next Token Prediction Enough to Learn Human-Interpretable Concepts from Data? Yuhang Liu Dong Gong Erdun Gao Zhen Zhang Zhen Zhang Biwei Huang Anton van den Hengel Javen Qinfeng Shi Javen Qinfeng Shi 358 0 0 12 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
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 147 4 0 29 Oct 2024
Contrastive independent component analysis Kexin Wang Aida Maraj A. Seigal CML 52 1 0 02 Jul 2024
InfoNCE: Identifying the Gap Between Theory and Practice E. Rusak Patrik Reizinger Attila Juhos Oliver Bringmann Roland S. Zimmermann Wieland Brendel 73 7 0 28 Jun 2024
Learning Discrete Concepts in Latent Hierarchical Models Lingjing Kong Guan-Hong Chen Erdun Gao Eric P. Xing Yuejie Chi Kun Zhang 63 5 0 01 Jun 2024
Learning Invariant Causal Mechanism from Vision-Language Models Changwen Zheng Siyu Zhao Xingyu Zhang Jiangmeng Li Changwen Zheng Jingyao Wang CML BDL VLM 61 0 0 24 May 2024
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning Cheng Liang Donghua Yang Zhiyu Liang Hongzhi Wang Zheng Liang Xiyang Zhang Jianfeng Huang AI4TS 361 1 0 09 Dec 2023
Unsupervised Feature Learning from Temporal Data Ross Goroshin Joan Bruna Jonathan Tompson David Eigen Yann LeCun 57 35 0 09 Apr 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 286 43,154 0 11 Feb 2015
From neural PCA to deep unsupervised learning Harri Valpola BDL 59 184 0 28 Nov 2014
NICE: Non-linear Independent Components Estimation Laurent Dinh David M. Krueger Yoshua Bengio DRL BDL 91 2,246 0 30 Oct 2014
Likelihood-free inference via classification Michael U. Gutmann Ritabrata Dutta Samuel Kaski J. Corander 91 63 0 18 Jul 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 354 16,972 0 20 Dec 2013