Deep Lattice Networks and Partial Monotonic Functions

19 September 2017

Papers citing "Deep Lattice Networks and Partial Monotonic Functions"

50 / 69 papers shown

Title
MERIT: A Merchant Incentive Ranking Model for Hotel Search & Ranking Shigang Quan Hailong Tan Shui Liu Zhenzhe Zheng Ruihao Zhu Liangyue Li Quan Lu Fan Wu 23 0 0 10 Jun 2025
Learning Monotonic Probabilities with a Generative Cost Model Yongxiang Tang Yanhua Cheng Xiaocheng Liu Chenchen Jiao Yanxiang Zeng Ning Luo Pengjia Yuan Xialong Liu Peng Jiang 59 0 0 04 Jun 2025
Advancing Constrained Monotonic Neural Networks: Achieving Universal Approximation Beyond Bounded Activations Davide Sartor Alberto Sinigaglia Gian Antonio Susto 204 0 0 05 May 2025
Constrained Machine Learning Through Hyperspherical Representation Gaetano Signorelli Michele Lombardi 66 0 0 11 Apr 2025
MMCE: A Framework for Deep Monotonic Modeling of Multiple Causal Effects Juhua Chen Karson shi Jialing He North Chen Kele Jiang CML 70 0 0 02 Apr 2025
A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction Leander Kurscheidt Paolo Morettin Roberto Sebastiani Andrea Passerini Antonio Vergari 162 1 0 25 Mar 2025
MCNet: Monotonic Calibration Networks for Expressive Uncertainty Calibration in Online Advertising Quanyu Dai Jiaren Xiao Zhaocheng Du Jieming Zhu Chengxiao Luo Xiao-Ming Wu Zhenhua Dong 75 0 0 01 Mar 2025
MonoKAN: Certified Monotonic Kolmogorov-Arnold Network Alejandro Polo-Molina David Alfaya José M. Portela 41 2 0 17 Sep 2024
Enhancing Monotonic Modeling with Spatio-Temporal Adaptive Awareness in Diverse Marketing Bin Li Jiayan Pei Feiyang Xiao Yifan Zhao Zhixing Zhang Diwei Liu Hengxu He Jia Jia 74 0 0 20 Jun 2024
A Mathematical Certification for Positivity Conditions in Neural Networks with Applications to Partial Monotonicity and Ethical AI Alejandro Polo-Molina David Alfaya José M. Portela 45 1 0 12 Jun 2024
Deep neural networks for choice analysis: Enhancing behavioral regularity with gradient regularization Siqi Feng Rui Yao Stephane Hess Ricardo A. Daziano Timothy Brathwaite Joan Walker Shenhao Wang 66 2 0 23 Apr 2024
Computing conservative probabilities of rare events with surrogates Nicolas Bousquet 65 0 0 26 Mar 2024
Neural Clustering based Visual Representation Learning Guikun Chen Xia Li Yi Yang Wenguan Wang SSL 97 9 0 26 Mar 2024
Can I Trust the Explanations? Investigating Explainable Machine Learning Methods for Monotonic Models Dangxing Chen FAtt LRM 40 1 0 23 Sep 2023
Variational Label-Correlation Enhancement for Congestion Prediction Biao Liu Congyu Qiao Ning Xu Xin Geng Ziran Zhu Jun Yang 333 2 0 01 Aug 2023
Expressive Monotonic Neural Networks O. Kitouni Niklas Nolte Mike Williams 35 7 0 14 Jul 2023
Smooth Min-Max Monotonic Networks Christian Igel 36 1 0 01 Jun 2023
Semantic-aware Transmission Scheduling: a Monotonicity-driven Deep Reinforcement Learning Approach Jiazhen Chen Wanchun Liu Daniel E. Quevedo Yonghui Li Branka Vucetic 75 3 0 23 May 2023
Smoothness and monotonicity constraints for neural networks using ICEnet Ronald Richman M. Wüthrich 11 3 0 15 May 2023
How to address monotonicity for model risk management? Dangxing Chen Weicheng Ye 36 6 0 28 Apr 2023
An interpretable neural network-based non-proportional odds model for ordinal regression Akifumi Okuno Kazuharu Harada 52 1 0 31 Mar 2023
DeepSaDe: Learning Neural Networks that Guarantee Domain Constraint Satisfaction Kshitij Goyal Sebastijan Dumancic Hendrik Blockeel 70 2 0 02 Mar 2023
Learned Accelerator Framework for Angular-Distance-Based High-Dimensional DBSCAN Yifan Wang D. Wang 41 1 0 06 Feb 2023
Contrastive Learning with Consistent Representations Zihu Wang Yu Wang Hanbin Hu Peng Li CLL 87 5 0 03 Feb 2023
Monotonicity for AI ethics and society: An empirical study of the monotonic neural additive model in criminology, education, health care, and finance Dangxing Chen Luyao Zhang SyDa 54 6 0 17 Jan 2023
Feature Necessity & Relevancy in ML Classifier Explanations Xuanxiang Huang Martin C. Cooper António Morgado Jordi Planes Sasha Rubin FAtt 69 19 0 27 Oct 2022
Private Isotonic Regression Badih Ghazi Pritish Kamath Ravi Kumar Pasin Manurangsi 44 0 0 27 Oct 2022
Logic-Based Explainability in Machine Learning Sasha Rubin LRM XAI 126 40 0 24 Oct 2022
XClusters: Explainability-first Clustering Hyunseung Hwang Steven Euijong Whang 52 5 0 22 Sep 2022
Monotonic Neural Additive Models: Pursuing Regulated Machine Learning Models for Credit Scoring Dangxing Chen Weicheng Ye FaML 70 14 0 21 Sep 2022
Visual Recognition with Deep Nearest Centroids Wenguan Wang Cheng Han Tianfei Zhou Dongfang Liu 127 94 0 15 Sep 2022
ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition Mengqi Xue Qihan Huang Haofei Zhang Lechao Cheng Mingli Song Ming-hui Wu Mingli Song ViT 107 55 0 22 Aug 2022
Constrained Monotonic Neural Networks D. Runje Sharath M. Shankaranarayana 51 20 0 24 May 2022
Monotonicity Regularization: Improved Penalties and Novel Applications to Disentangled Representation Learning and Robust Classification João Monteiro Mohamed Osama Ahmed Hossein Hajimirsadeghi Greg Mori 38 7 0 17 May 2022
Global Optimization Networks Sen Zhao Erez Louidor Ilan Oleksandr Mangylov Maya R. Gupta 111 6 0 02 Feb 2022
Deep Non-Crossing Quantiles through the Partial Derivative Axel Brando J. Gimeno Jose A. Rodríguez-Serrano Jordi Vitrià 144 13 0 30 Jan 2022
Robust and Provably Monotonic Networks O. Kitouni Niklas Nolte Mike Williams 38 10 0 30 Nov 2021
Matching Learned Causal Effects of Neural Networks with Domain Priors Sai Srinivas Kancheti Abbavaram Gowtham Reddy V. Balasubramanian Amit Sharma CML 89 13 0 24 Nov 2021
A framework for massive scale personalized promotion Yitao Shen Yue Wang Xingyu Lu Feng Qi Jia Yan Yixiang Mu Yao Yang YiFan Peng Jinjie Gu 109 3 0 27 Aug 2021
Explanations for Monotonic Classifiers Sasha Rubin Thomas Gerspacher M. Cooper Alexey Ignatiev Nina Narodytska FAtt 93 46 0 01 Jun 2021
Regularization Strategies for Quantile Regression Taman Narayan S. Wang K. Canini Maya R. Gupta 41 0 0 09 Feb 2021
Optimizing Multiple Performance Metrics with Deep GSP Auctions for E-commerce Advertising Zhilin Zhang Xiangyu Liu Zhenzhe Zheng Chenrui Zhang Miao Xu Junwei Pan Chuan Yu Fan Wu Jian Xu Kun Gai 30 36 0 05 Dec 2020
Certified Monotonic Neural Networks Xingchao Liu Xing Han Na Zhang Qiang Liu 74 82 0 20 Nov 2020
Advances in the training, pruning and enforcement of shape constraints of Morphological Neural Networks using Tropical Algebra Nikolaos Dimitriadis Petros Maragos 102 9 0 15 Nov 2020
A Comprehensive Survey on Word Representation Models: From Classical to State-Of-The-Art Word Representation Language Models Usman Naseem Imran Razzak S. Khan M. Prasad 86 160 0 28 Oct 2020
Incorporating Interpretable Output Constraints in Bayesian Neural Networks Wanqian Yang Lars Lorch Moritz Graule Himabindu Lakkaraju Finale Doshi-Velez UQCV BDL 68 17 0 21 Oct 2020
Counterexample-Guided Learning of Monotonic Neural Networks Aishwarya Sivaraman G. Farnadi T. Millstein Guy Van den Broeck 57 53 0 16 Jun 2020
Learning Monotone Dynamics by Neural Networks Yu Wang Qitong Gao Miroslav Pajic 13 1 0 11 Jun 2020
Consistent and Flexible Selectivity Estimation for High-Dimensional Data Yaoshu Wang Chuan Xiao Jianbin Qin Rui Mao Onizuka Makoto Wei Wang Rui Zhang Yoshiharu Ishikawa 52 14 0 20 May 2020
Benchmark Performance of Machine And Deep Learning Based Methodologies for Urdu Text Document Classification Muhammad Nabeel Asim M. Ghani Muhammad Ali Ibrahim Sheraz Ahmed Waqar Mahmood Andreas Dengel 37 19 0 03 Mar 2020