Sparse Interaction Additive Networks via Feature Interaction Detection
and Sparse Selection

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Sparse Interaction Additive Networks via Feature Interaction Detection and Sparse Selection

Neural Information Processing Systems (NeurIPS), 2022

19 September 2022

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Papers citing "Sparse Interaction Additive Networks via Feature Interaction Detection and Sparse Selection"

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Title
Additive Large Language Models for Semi-Structured Text Karthikeyan K Raghuveer Thirukovalluru David Edwin Carlson 99 0 0 14 Nov 2025
Higher-Order Causal Structure Learning with Additive Models James Enouen Yujia Zheng Ignavier Ng Yan Liu Kun Zhang CML 305 2 0 05 Nov 2025
Additive Models Explained: A Computational Complexity Approach Shahaf Bassan Michal Moshkovitz Guy Katz FAtt 209 1 0 24 Oct 2025
Multiplicative-Additive Constrained Models:Toward Joint Visualization of Interactive and Independent Effects Fumin Wang 94 0 0 26 Sep 2025
Tree-like Pairwise Interaction Networks Ronald Richman Salvatore Scognamiglio M. Wüthrich FAtt PINN 163 1 0 21 Aug 2025
Challenges in interpretability of additive models Xinyu Zhang Julien Martinelli S. T. John AAML AI4CE 324 3 0 14 Apr 2025
Beyond Black-Box Predictions: Identifying Marginal Feature Effects in Tabular Transformer Networks Anton Thielmann Arik Reuter Benjamin Saefken LMTD 413 0 0 11 Apr 2025
HRR: Hierarchical Retrospection Refinement for Generated Image Detection Peipei Yuan Zijing Xie Shuo Ye Hong Chen Yulong Wang DiffM 752 1 0 25 Feb 2025
Generalized Sparse Additive Model with Unknown Link FunctionIndustrial Conference on Data Mining (IDM), 2024 Peipei Yuan Xinge You Hao Chen Xuelin Zhang Qinmu Peng 397 1 0 08 Oct 2024
GAMformer: In-Context Learning for Generalized Additive Models Andreas Mueller Julien N. Siems Harsha Nori David Salinas Arber Zela Rich Caruana Frank Hutter AI4CE 271 3 0 06 Oct 2024
Discovering Car-following Dynamics from Trajectory Data through Deep Learning Ohay Angah James Enouen Xuegang (Jeff) Ban Ban Yan Liu 210 0 0 01 Aug 2024
PE: A Poincare Explanation Method for Fast Text Hierarchy Generation Qian Chen Dongyang Li Xiaofeng He Hongzhao Li Hongyu Yi 224 0 0 25 Mar 2024
Neural Additive Image Model: Interpretation through Interpolation Arik Reuter Anton Thielmann Benjamin Saefken DiffM 365 2 0 06 Mar 2024
Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning Yi Cheng Renjun Hu Haochao Ying Xing Shi Jian Wu Jialin Li LMTD 242 14 0 04 Feb 2024
Towards Hybrid-grained Feature Interaction Selection for Deep Sparse NetworkNeural Information Processing Systems (NeurIPS), 2023 Fuyuan Lyu Xing Tang Dugang Liu Chen Ma Weihong Luo Liang Chen Xiuqiang He Xue Liu 342 3 0 23 Oct 2023
TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series ForecastingInternational Conference on Learning Representations (ICLR), 2023 Defu Cao Furong Jia Sercan O. Arik Tomas Pfister Yixiang Zheng Wen Ye Yan Liu AI4TS 246 209 0 08 Oct 2023
Regionally Additive Models: Explainable-by-design models minimizing feature interactions Vasilis Gkolemis Anargiros Tzerefos Theodore Dalamagas Eirini Ntoutsi Christos Diou FAtt 181 2 0 21 Sep 2023
Neural Additive Models for Location Scale and Shape: A Framework for Interpretable Neural Regression Beyond the MeanInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Anton Thielmann René-Marcel Kruse Thomas Kneib Benjamin Säfken 240 23 0 27 Jan 2023