Decision Trees

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8 papers in the last four weeks, up 167% on the four weeks before. 0.1% of all new papers.

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  1. NumericJev: Jev-like LLM Numerical Decoding with Multiway Decision Trees

    Sep 23, 2026Weiwei Ye, Hangchen Liu, Renhe JiangLarge Language Model DecodingFactual Recall

    The University of Tokyo.

  2. RootQuantV2: Adapting a Vision Foundation Model for Root-Trait Regression from Minirhizotron Imagery

    Sep 22, 2026Kinjalk Parth, Sebastian Varela, Andrew D. B. LeakeyTomato DiseasesVision Foundation Models

    Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA · Center for Advanced Bioenergy and Bioproducts Innovation, Urbana, IL 61801, USA

  3. Visuomotor Robotic Pruning in Planar Orchards Using Hybrid Reinforcement Learning

    Sep 21, 2026Abhinav Jain, Cindy Grimm, Stefan LeeDecision Trees

    Collaborative Robotics and Intelligent Systems (CoRIS) Institute, Oregon State University, Corvallis OR 97331, USA

  4. An Exact Junction-Tree Extended Formulation for Optimal Classification Trees

    Sep 21, 2026Jiancheng TU, WenqiFanDecision TreesLinear Programming

    Department of Computing, The Hong Kong Polytechnic University · Department of Management and Marketing, The Hong Kong Polytechnic University

  5. Explainable Predictive Condition-based Maintenance of Naval-Propulsion Systems using Fuzzy Logic

    Sep 21, 2026Dionisis Kalogeropoulos, Georgia Sovatzidi, Panagiotis G. Kalozoumis +1Predictive MaintenanceExplainability

    Department of Computer Science and Biomedical Informatics, University of Thessaly

  6. Falling Trees: A Model Class for Interpretable Risk Prioritization

    Sep 20, 2026Varun Babbar, Zachery Boner, Margo Seltzer +1Decision TreesRisk Stratification

    Department of Computer Science, Duke University, Durham, NC, USA · Department of Computer Science, University of British Columbia, Vancouver, BC, CA.

  7. Learned Look-Ahead Splitting Rule for CART

    Sep 14, 2026Andrew Gao, Tianlin Liu, Ruichen Han +1Decision TreesLookahead

    Thomas Jefferson High School for Science and Technology, Alexandria, VA 22312, USA · Lynbrook High School, San Jose, CA 95129, USA · Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA

  8. Literati: Towards Anytime Optimal Shape Generalized Trees via AO*

    Sep 8, 2026Nakul Upadhya, Eldan CohenDecision TreesLiterature

    Department of Mechanical and Industrial Engineering University of Toronto, Toronto, Canada

  9. Learning Sparse Decision Trees via Transformer Variational Auto-Encoders

    Sep 1, 2026Giacomo Fidone, Alessio Cascione, Riccardo GuidottiDecision TreesSparsity

    University of Pisa · ISTI-CNR

  10. Decision Tree and K-Means Analysis of Raman Spectra for Edible Oils: A Physics-Informed AI Approach

    Aug 20, 2026Amrita Shaw, Chandrasekar S. N., Sai Muthukumar V. +2RamanHyperspectral Image

    Department of Food and Nutritional Sciences, Sri Sathya Sai Institute of Higher Learning, Vidyagiri, Prasanthi Nilayam, Sri Sathya Sai District, Andhra Pradesh, India – 515134. · Aix-Marseille University, Marseille, 13007, France. · Department of Physics, Sri Sathya Sai Institute of Higher Learning, Vidyagiri, Prasanthi Nilayam, Sri Sathya Sai District, Andhra Pradesh, India – 515134. +1

  11. How Simple Can It Get? From Interpretable Equations to Readable Rules for Financial Decision Making

    Aug 10, 2026Adia Lumadjeng, Ilker Birbil, Erman AcarInterpretabilityFinancial Question Answering

    University of Amsterdam Amsterdam, the Netherlands

  12. Backward Compatibility in Tree-Based Explanations and Enhanced CART Algorithm

    Aug 9, 2026Hirofumi SuzukiDecision TreesExplainability

    Fujitsu Limited Kawasaki, Kanagawa, Japan

  13. Integrating spectral and morphological plant features with decision-tree models for early-season cotton biomass and nitrogen status estimation from multi-year UAV data

    Aug 7, 2026Vaishali Swaminathan, Nithya Rajan, J Alex Thomasson +4Normalized Difference Vegetation IndexBiomass

    Department of Biological and Agricultural Engineering, Texas A&M University, College Station, Texas, USA. · Utah Water Research Laboratory, Utah State University, Logan, Utah, USA. · Depart of Soil and Crop Sciences, Texas A&M University, College Station, Texas, USA. +3

  14. Handling Missing Data in Probabilistic Regression Trees

    Aug 6, 2026Taiane Schaedler Prass, Alisson Silva Neimaier, Guilherme PumiMissing DataImputation

    a Graduate Program in Statistics - Universidade Federal do Rio Grande do Sul.

  15. ArborEnum: Decision Tree Rashomon Sets over Continuous Features

    Aug 5, 2026Zakk Heile, Hayden McTavish, Margo Seltzer +1Decision TreesTrees

    Department of Computer Science, Duke University, Durham, USA · Department of Computer Science, University of British Columbia, Vancouver, Canada

  16. Double Descent in Gradient Boosting Decision Trees via Split-Candidate Scaling

    Aug 4, 2026Ryuichi KanohGradient Boosted Decision TreeDecision Trees

    1The University of Electro-Communications · 2National Institute of Informatics

  17. Search Strategies for Optimal Classification and Regression Trees

    Jul 30, 2026Jacobus G. M. van der Linden, Mim van den Bos, Emir DemirovićDecision TreesGeneral Grid Search Framework

    Delft University of Technology

  18. Expanding Data-Agnostic Pivotal Instances Selection Models with Proximity Trees and Ensemble Learning

    Jul 29, 2026Alessio Cascione, Mattia Setzu, Cristiano Landi +2Decision TreesModel Selection

    Department of Computer Science, University of Pisa, Largo B. Pontecorvo, Pisa, 56127, PI, Italy. · ISTI-CNR, Via G. Moruzzi, Pisa, 56127, PI, Italy.

  19. dtControl2+ε\varepsilon: Trading Optimality for Explainability in MDPs via Decision Trees

    Jul 28, 2026Tereza Kinská, Jan Křetínský, Tobias Meggendorfer +2Decision TreesMarkov Decision Processes

    Masaryk University, Brno, Czech Republic · Technical University of Munich, Munich, Germany · Lancaster University Leipzig, Leipzig, Germany +1

  20. Decision trees, Frobenius traces, and Weierstrass coefficients of elliptic curves

    Jul 27, 2026Barinder S. Banwait, Xiaoyu Huang, Kyu-Hwan Lee +3TracesDecision Trees

  21. Relevance-Aware Rule: Structural Deletion of Irrelevant Conditions in Decision Trees

    Jul 15, 2026Jung-Sik Hong, Jeongeon Lee, Min Kyu Sim +1Decision TreesDeletion

    Department of Data Science, Seoul National University of Science and Technology

  22. ORCAID: Oblique Rule-Based Continuous-Action Interpretation for Deep RL Policies

    Jul 8, 2026Ignacio D. Lopez-Miguel, Ezio Bartocci, Thomas Eiter +1Action SpaceDecision Trees

    TU Wien Vienna, Austria

  23. Algebraic Model Counting for Global Analysis of Optimal Decision Trees

    Jul 2, 2026Hiroki ArimuraDecision TreesModel Selection

    Hokkaido University, N14 W9, Kita-ku, Sapporo, Hokkaido, 060-0814 Japan

  24. Conditional Inference Trees and Forests for Feature Selection

    Jul 1, 2026Robert Milletich, Justin Downes, Steve Goley +1Feature SelectionFalse Discovery Rate

    Amazon Web Services

  25. TreeAgent: A Generalizable Multi-Agent Framework for Automated Bias Labeling in Forestry via Compiled Expert Rules and Vision-Language Models

    Jun 30, 2026Shiyi Chen, Nicholas Saban, Collin Hargreaves +1Decision TreesModel-Based Multi-Agent Systems

    University of California, Berkeley, California, United States.

  26. Multistage Defer Trees for Hybrid Interpretability: If at First You Can't Succeed, Tree Again

    Jun 30, 2026Zakk Heile, Hayden McTavish, Margo Seltzer +1Decision TreesTree Ensembles

    Department of Computer Science · Duke University · Durham, USA +2

  27. Gradient boosting with vector-valued leafs

    Jun 28, 2026David CortesGradient Boosted Decision TreeDecision Trees

  28. Discovering Latent Groups for Robust Classification

    Jun 22, 2026Ankur Garg, Ulrich Aïvodji, Samira Ebrahimi Kahou +1Decision Trees

  29. Kernel of Partition Paths: A Unified Representation for Tree Ensembles

    Jun 17, 2026Nicolas MahlerTree EnsemblesDecision Trees

    Datapred SAS 23 rue Mirabeau 94300 Vincennes, France · Datapred SA EPFL Innovation Park – Bâtiment A 1015 Lausanne, Switzerland

  30. GeoISF: Instance Semantic Forest Inspired Large-Scale Cross-View Geo-Localization via Ground LiDAR-to-Satellite Image

    Jun 17, 2026Di Hu, Xia Yuan, Chunxia ZhaoCross-View Geo-LocalizationLidar

    School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China

  31. Prediction of Runtime Parameters of Parallel Chemistry Applications via Active and Generative Learning

    Jun 15, 2026Tanzila Tabassum, Omer Subasi, Ajay Panyala +5Quantum ChemistryHeterogeneous Catalysis

    1Louisiana State University, Baton Rouge, Louisiana, USA · 2Pacific Northwest National Laboratory, Richland, Washington, USA · University of Utah, Salt Lake City, Utah, USA

  32. A Bregman Perspective on Classification and Regression Trees

    Jun 12, 2026Mathias BourelDecision TreesBregman Divergences

    IESTA, Facultad de Ciencias Económicas y de Administración, Universidad de la República, Uruguay · IRL-2030, Instituto Franco-Uruguayo de Matemática e Interacciones (IFUMI)

  33. Simultaneous Latent Budget Trees for Stratified Classification

    Jun 11, 2026Cristian Buoncompagni, Stefano Pellegrino, Giulia Vannucci +2Decision TreesMixture Models

    Department of Physics, University of Naples Federico II, via Cintia 21, Napoli, 80125, Italy. · Department of Electrical Engineering and Information Technologies, University of Naples Federico II, via Claudio 21, Napoli, 80125, Italy. · Department of Neuroscience, Reproductive Sciences and Odontostomatology, University of Naples Federico II, via Sergio Pansini 5, Napoli, 80131, Italy.

  34. CLARITree: Cholesky and Lookahead Accelerations for Regression with Interpretable Piecewise Linear Trees

    Jun 11, 2026Yixiao Wang, Hayden McTavish, Varun Babbar +2Decision TreesKernel Ridge Regression

    Department of Computer Science, Duke University, Durham, USA · Department of Computer Science, University of British Columbia, Vancouver, Canada

  35. Explainably Safe Reinforcement Learning

    Jun 3, 2026Sabine Rieder, Stefan Pranger, Debraj Chakraborty +2Offline Reinforcement LearningExplainable AI Methods

    Masaryk University · Technical University of Munich · Graz University of Technology

  36. ScoreStop: Gradient-based early stopping using functional score tests

    Jun 1, 2026Oliver J. Hines, Christian L. HinesEarly StoppingGradient Boosted Decision Tree

    Columbia University, NY, USA · Alan Turing Institute, London, UK

  37. Sample Complexity and Decision-Theoretic Guarantees for Bayesian Model Averaging over Decision Trees with Catalan-Exponential Priors

    May 31, 2026Livija Jakaite, Vitaly SchetininDecision TreesModel Selection

    School of Computing and Engineering University of Bedfordshire, Luton, UK

  38. From Rashomon Theory to PRAXIS: Efficient Decision Tree Rashomon Sets

    May 29, 2026Zakk Heile, Hayden McTavish, Varun Babbar +2Decision TreesDecisions

    Department of Computer Science, Duke University, Durham, USA · Department of Computer Science, University of British Columbia, Vancouver, Canada.

  39. Correcting Split Selection in Online Decision Trees via Anytime-Valid Inference

    May 29, 2026Salim I. Amoukou, Saumitra Mishra, Manuela VelosoDecision TreesRandom Forest

    J.P. Morgan AI Research.

  40. Evolving Features vs Evolving Entire Trees with GP for Interpretable Survival Analysis

    May 28, 2026Thalea Schlender, Peter A. N. Bosman, Tanja AlderliestenSurvival AnalysisDecision Trees

    Leiden University Medical Center, Leiden, The Netherlands · Centrum Wiskunde & Informatica, Amsterdam, The Netherlands

  41. Forecasting Japanese elections: A nonlinear machine-learning approach

    May 26, 2026Sota Kato, Xuan Luo, Budrul Ahsan +2ElectionsDecision Trees

    International University of Japan · The Tokyo Foundation · IBM Japan +2

  42. Hinge Regression Trees and HRT-Boost: Newton-Optimized Oblique Learning for Compact Tabular Models

    May 22, 2026Hongyi Li, Jun Xu, Hong YanDecision TreesTabular Learning

    School of Intelligence Science and Engineering, Harbin Institute of Technology, Shenzhen, 518055, China and with the Shenzhen Key Lab for Advanced Motion Control and Modern Automation Equipments, Shenzhen, 518055, China · Department of Electrical Engineering, City University of Hong Kong, Kowloon, Hong Kong

  43. Ternary Decision Trees with Locally-Adaptive Uncertainty Zones

    May 21, 2026William SmitsDecision TreesPredictive Uncertainty

    Avathon, Austin, TX, USA

  44. Optimal Pattern Detection Tree for Symbolic Rule-Based Classification

    May 14, 2026Young-Chae Hong, Yangho ChenDecision TreesData Mining

    Amazon Seattle, USA

  45. Decision Tree Learning on Product Spaces

    May 13, 2026Arshia Soltani Moakhar, Faraz Ghahremani, Kiarash Banihashem +1Decision TreesTrees

    Department of Computer Science, University of Maryland, College Park, USA.

  46. Pitfalls of Unlabeled Disagreement-Based Drift Detection in Streaming Tree Ensembles

    May 12, 2026Lara Sá Neves, Afonso Lourenço, Lizy K. John +1Tree EnsemblesUnlabeled Data

    GECAD, ISEP, Polytechnic of Porto, Portugal · The University of Texas at Austin, USA

  47. MIST: Reliable Streaming Decision Trees for Online Class-Incremental Learning via McDiarmid Bound

    May 12, 2026Phu-Hoa Pham, Chi-Nguyen Tran, Nguyen Lam Phu Quy +3Class-Incremental LearningReplay-Based Continual Learning

    Faculty of Information and Technology University of Science Vietnam National University Ho Chi Minh City, Vietnam · Department of Computer Science University of Warwick Coventry, United Kingdom

  48. Approximation-Free Differentiable Oblique Decision Trees

    May 8, 2026Subrat Prasad Panda, Blaise Genest, Arvind EaswaranDifferentiable OptimizationDecision Trees

    College of Computing and Data Science Nanyang Technological University Singapore

  49. Optimal Recourse Summaries via Bi-Objective Decision Tree Learning

    May 8, 2026Ioannis Chatzis, Jason Liartis, Athanasios Voulodimos +1SummarizationDecision Trees

    Artificial Intelligence and Learning Systems Laboratory

  50. Trees to Flows and Back: Unifying Decision Trees and Diffusion Models

    May 1, 2026Sai Niranjan Ramachandran, Suvrit SraDecision TreesDiffusion Models

    School of Computation, Information and Technology, Technical University of Munich, Germany · Munich center for machine learning (MCML)

  51. Adaptive ToR: Complexity-Aware Tree-Based Retrieval for Pareto-Optimal Multi-Intent NLU

    Apr 27, 2026Hee-Kyong Yoo, Wonbae Kim, Hyocheol AhnLegal Natural Language Processing BenchmarksDecision Trees

    Data Science Lab Co., Ltd., Seoul, Korea

  52. Interpretable Quantile Regression by Optimal Decision Trees

    Apr 22, 2026Valentin Lemaire, Gaël Aglin, Siegfried NijssenMulti-Quantile RegressionDecision Trees

    Euranova, Rue Emile Francqui, Mont-Saint-Guibert, Belgium · Université Catholique de Louvain, Louvain-la-Neuve, Belgium

  53. TrEEStealer: Stealing Decision Trees via Enclave Side Channels

    Apr 20, 2026Jonas Sander, Anja Rabich, Nick Mahling +5Decision TreesEvasion

    University of Luebeck, Luebeck, Germany · Durham University, Durham, United Kingdom

  54. Tree of Concepts: Interpretable Continual Learners in Non-Stationary Clinical Domains

    Apr 18, 2026Dongkyu Cho, Xiyue Li, Samrachana Adhikari +1Replay-Based Continual LearningParameter-Efficient Adaptation

    Computer Science Department New York University New York, NY, USA · Department of Population Health NYU Grossman School of Medicine New York, NY, USA · School of Global Public Health Computer Science Department New York University New York, NY, USA

  55. TT-Sparse: Learning Sparse Rule Models with Differentiable Truth Tables

    Mar 8, 2026Hans Farrell Soegeng, Sarthak Ketanbhai Modi, Thomas PeyrinInterpretabilityDecision Trees

    School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore.

  56. Vectorized Dynamic Histograms for Sparse Oblique Forests

    Feb 27, 2026Ariel Lubonja, Jungsang Yoon, Haoyin Xu +6VectorizationDecision Trees

    Johns Hopkins University Baltimore, Maryland, USA · Google Zurich, Switzerland

  57. Precedence-Constrained Decision Trees and Coverings

    Feb 24, 2026Michał Szyfelbein, Dariusz DereniowskiNp-HardDecision Trees

    Gdańsk University of Technology, 80-233 Gdańsk, Poland

  58. Probabilistic Wind Power Forecasting with Tree-Based Machine Learning and Weather Ensembles

    Feb 13, 2026Max Bruninx, Diederik van Binsbergen, Timothy Verstraeten +2Offshore Wind TurbineProbabilistic Forecasting

    Vrije Universiteit Brussel, Brussels, Belgium · Norwegian University of Science and Technology, Trondheim, Norway

  59. Orthogonal Hierarchical Decomposition for Structure-Aware Table Understanding with Large Language Models

    Feb 2, 2026Bin Cao, Huixian Lu, Chenwen Ma +3Tabular DataStructure-Aware

    Zhejiang University of Technology, China · Zhejiang Key Laboratory of Visual Information Intelligent Processing, China · University of Aberdeen, UK +1

  60. Experiments with Optimal Model Trees

    Mar 17, 2025Sabino Francesco Roselli, Eibe FrankDecision TreesModel Selection

    Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden. · Department of Computer Science, University of Waikato, Hamilton, New Zealand.