Beyond One-hot Encoding: lower dimensional target embedding

28 June 2018

Pau Rodríguez López

Miguel Angel Bautista

Jordi Gonzalez

Sergio Escalera

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Papers citing "Beyond One-hot Encoding: lower dimensional target embedding"

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Correlation-Attention Masked Temporal Transformer for User Identity Linkage Using Heterogeneous Mobility Data Ziang Yan Xingyu Zhao Hanqing Ma Wei Chen Jianpeng Qi Yanwei Yu Junyu Dong 25 1 0 28 Mar 2025
What Time Tells Us? An Explorative Study of Time Awareness Learned from Static Images Dongheng Lin Han Hu Jianbo Jiao 46 0 0 23 Mar 2025
Handling Incomplete Heterogeneous Data using a Data-Dependent Kernel Youran Zhou Mohamed Reda Bouadjenek Jonathan R. Wells Sunil Aryal 38 0 0 08 Jan 2025
A Comprehensive Benchmark of Machine and Deep Learning Across Diverse Tabular Datasets Assaf Shmuel Oren Glickman Teddy Lazebnik LMTD 40 4 0 27 Aug 2024
T-Explainer: A Model-Agnostic Explainability Framework Based on Gradients Evandro S. Ortigossa Fábio F. Dias Brian Barr Claudio T. Silva L. G. Nonato FAtt 66 2 0 25 Apr 2024
Neural Field Classifiers via Target Encoding and Classification Loss Xindi Yang Zeke Xie Xiong Zhou Boyu Liu Buhua Liu Yi Liu Haoran Wang Yunfeng Cai Mingming Sun 55 0 0 02 Mar 2024
Hybrid Machine Learning techniques in the management of harmful algal blooms impact Andres Molares-Ulloa Daniel Rivero Jesús Gil Ruiz Enrique Fernández-Blanco Luis de la Fuente Valentín 25 8 0 14 Feb 2024
Integrating Edges into U-Net Models with Explainable Activation Maps for Brain Tumor Segmentation using MR Images Subin Sahayam Umarani Jayaraman 25 1 0 02 Jan 2024
Verification of Neural Networks Local Differential Classification Privacy Roie Reshef Anan Kabaha Olga Seleznova Dana Drachsler-Cohen AAML 42 2 0 31 Oct 2023
Coloring Deep CNN Layers with Activation Hue Loss Louis-Franccois Bouchard Mohsen Ben Lazreg Matthew Toews LLMSV 35 0 0 05 Oct 2023
Machine Learning Approach on Multiclass Classification of Internet Firewall Log Files M. H. Rahman Taminul Islam M. Rana Rehnuma Tasnim Tanzina Rahman Mona Md. Mamun Sakib 22 7 0 12 Jun 2023
Permutation Equivariant Graph Framelets for Heterophilous Graph Learning Jianfei Li Ruigang Zheng Han Feng Ming Li Xiaosheng Zhuang 39 52 0 07 Jun 2023
Temporal-spatial Correlation Attention Network for Clinical Data Analysis in Intensive Care Unit Weizhi Nie Yu-Yi Yu Chen Zhang Dan Song Lina Zhao Yunru Bai 32 7 0 03 Jun 2023
Label Embedding via Low-Coherence Matrices Jianxin Zhang Clayton Scott 24 0 0 31 May 2023
The Role of Codeword-to-Class Assignments in Error-Correcting Codes: An Empirical Study Itay Evron Ophir Onn Tamar Weiss Orzech Hai Azeroual Daniel Soudry 17 2 0 10 Feb 2023
Constraining Representations Yields Models That Know What They Don't Know João Monteiro Pau Rodríguez López Pierre-Andre Noel I. Laradji David Vazquez AAML 44 0 0 30 Aug 2022
BiFeat: Supercharge GNN Training via Graph Feature Quantization Yuxin Ma Ping Gong Jun Yi Z. Yao Cheng-rong Li Yuxiong He Feng Yan GNN 21 6 0 29 Jul 2022
URANUS: Radio Frequency Tracking, Classification and Identification of Unmanned Aircraft Vehicles Domenico Lofú Pietro Di Gennaro Pietro Tedeschi Tommaso Di Noia E. Sciascio 32 10 0 13 Jul 2022
U(1) Symmetry-breaking Observed in Generic CNN Bottleneck Layers Louis-Franccois Bouchard Mohsen Ben Lazreg Matthew Toews 36 0 0 05 Jun 2022
Exploring the Advantages of Dense-Vector to One-Hot Encoding of Intent Classes in Out-of-Scope Detection Tasks Claudio S. Pinhanez Paulo Cavalin 11 1 0 18 May 2022
Cross-Media Scientific Research Achievements Retrieval Based on Deep Language Model Benzhi Wang M. Liang Feifei Kou Mingying Xu 37 1 0 29 Mar 2022
SecGNN: Privacy-Preserving Graph Neural Network Training and Inference as a Cloud Service Songlei Wang Yifeng Zheng Xiaohua Jia GNN 30 22 0 16 Feb 2022
Fairness Implications of Encoding Protected Categorical Attributes Carlos Mougan J. Álvarez Salvatore Ruggieri Steffen Staab FaML 29 14 0 27 Jan 2022
Predicting the Travel Distance of Patients to Access Healthcare using Deep Neural Networks Lichin Chen J. Sheu Yuh-Jue Chuang Yu Tsao 16 4 0 07 Dec 2021
Looper: An end-to-end ML platform for product decisions I. Markov Hanson Wang Nitya Kasturi Shaun Singh Szeto Wai Yuen ... Michael Belkin Sal Uryasev Sam Howie E. Bakshy Norm Zhou OffRL 44 15 0 14 Oct 2021
Polarized skylight orientation determination artificial neural network Huaju Liang Hongyang Bai Ke Hu Xinbo Lv 14 3 0 06 Jul 2021
WisdomNet: Prognosis of COVID-19 with Slender Prospect of False Negative Cases and Vaticinating the Probability of Maturation to ARDS using Posteroanterior Chest X-Rays Peeyush Kumar Ayushe Gangal Sunita Kumari 22 1 0 03 Jul 2021
PairConnect: A Compute-Efficient MLP Alternative to Attention Zhaozhuo Xu Minghao Yan Junyan Zhang Anshumali Shrivastava 46 1 0 15 Jun 2021
End-to-End Learning for Uplink MU-SIMO Joint Transmitter and Non-Coherent Receiver Design in Fading Channels Songyan Xue Yi Ma N. Yi 24 8 0 04 May 2021
Regularized target encoding outperforms traditional methods in supervised machine learning with high cardinality features F. Pargent Florian Pfisterer Janek Thomas B. Bischl 24 81 0 01 Apr 2021
MultiON: Benchmarking Semantic Map Memory using Multi-Object Navigation Saim Wani Shivansh Patel Unnat Jain Angel X. Chang Manolis Savva 34 104 0 07 Dec 2020
Rethinking Curriculum Learning with Incremental Labels and Adaptive Compensation Madan Ravi Ganesh Jason J. Corso ODL 32 10 0 13 Jan 2020
MUTE: Data-Similarity Driven Multi-hot Target Encoding for Neural Network Design Mayoore S. Jaiswal Bumboo Kang Jinho Lee Minsik Cho 21 2 0 15 Oct 2019
Wi-Fringe: Leveraging Text Semantics in WiFi CSI-Based Device-Free Named Gesture Recognition Md Tamzeed Islam S. Nirjon 11 18 0 16 Aug 2019
Multi-way Encoding for Robustness Donghyun Kim Sarah Adel Bargal Jianming Zhang Stan Sclaroff AAML 18 2 0 05 Jun 2019