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Papers
AudiFair: Privacy-Preserving Framework for Auditing Fairness
UAI 2026
AutoAnoEval: Semantic-Aware Model Selection via Tree-Guided LLM Reasoning for Tabular Anomaly Detection
EACL 2026
Binary Split Categorical Feature with Mean Absolute Error Criteria in CART
AAAI 2026
Computing Probabilistic Explanations for ML Models: Fixed-Parameter Algorithms
AAAI 2026
DFDT: Dynamic Fast Decision Tree for IoT Data Stream Mining on Edge Devices
AAAI 2026
Explainable Clustering of Mixture Models
UAI 2026
FMISUYotkovaKastreva at SemEval-2026 Task 13: Lightweight Detection of LLM-Generated Code via Stylometric Signals
SemEval 2026
From Decision Trees to Boolean Logic: A Fast and Unified SHAP Algorithm
AAAI 2026
Learning depth-3 circuits via quantum agnostic boosting
COLT 2026
Learning Subgroups with Maximum Treatment Effects Without Causal Heuristics
AAAI 2026
On the Computational Tractability of Probabilistic Global and Local Sufficient Explanation
AAAI 2026
Pareto-Optimal Probabilistic Explanations: Balancing Cognitive Constraints and User Preferences
UAI 2026
REALITrees: Rashomon Ensemble Active Learning for Interpretable Trees
UAI 2026
SPLIDT: Partitioned Decision Trees for Scalable Stateful Inference at Line Rate
NSDI 2026
Structural Drift Repair in Decision Trees via Bayesian Model-Based Diagnosis
UAI 2026
Accurate Estimation of Feature Importance Faithfulness for Tree Models
AAAI 2025
A Classification View on Meta Learning Bandits
ICML 2025
A Fully Automated Pipeline for Conversational Discourse Annotation: Tree Scheme Generation and Labeling with Large Language Models
ACL 2025
Bayesian Decision Theory on Decision Trees: Uncertainty Evaluation and Interpretability
AISTATS 2025
Branches: Efficiently Seeking Optimal Sparse Decision Trees via AO*
ICML 2025
Decision Tree Induction Through LLMs via Semantically-Aware Evolution
ICLR 2025
Deep Networks Learn Features From Local Discontinuities in the Label Function
ICLR 2025
Deep Reinforcement Learning from Hierarchical Preference Design
ICML 2025
Developing a Reliable, Fast, General-Purpose Hallucination Detection and Mitigation Service
NAACL 2025
DFLOW: Diverse Dialogue Flow Simulation with Large Language Models
ACL 2025