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Papers
DisCo-DSO: Coupling Discrete and Continuous Optimization for Efficient Generative Design in Hybrid Spaces
AAAI 2025
Extracting PAC Decision Trees from Black Box Binary Classifiers: The Gender Bias Study Case on BERT-based Language Models
AAAI 2025
HaDeMiF: Hallucination Detection and Mitigation in Large Language Models
ICLR 2025
Hierarchical Bias-Driven Stratification for Interpretable Causal Effect Estimation
AISTATS 2025
In Search of Trees: Decision-Tree Policy Synthesis for Black-Box Systems via Search
AAAI 2025
Interpretable DNFs
IJCAI 2025
Learning Accurate and Interpretable Decision Trees (Extended Abstract)
IJCAI 2025
Leveraging Predictive Equivalence in Decision Trees
ICML 2025
Linking Industry Sectors and Financial Statements: A Hybrid Approach for Company Classification
AAAI 2025
Mitigating Information Loss in Tree-Based Reinforcement Learning via Direct Optimization
ICLR 2025
Mixed-curvature decision trees and random forests
ICML 2025
Multi-Class versus Means-End: Assessing Classification Approaches for Argument Patterns
ACL 2025
Near-Optimal Decision Trees in a SPLIT Second
ICML 2025
NRGBoost: Energy-Based Generative Boosted Trees
ICLR 2025
On Integrating Logical Analysis of Data into Random Forests
IJCAI 2025
Optimal Classification Trees for Continuous Feature Data Using Dynamic Programming with Branch-and-Bound
AAAI 2025
Prediction models that learn to avoid missing values
ICML 2025
SkillTree: Explainable Skill-Based Deep Reinforcement Learning for Long-Horizon Control Tasks
AAAI 2025
SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks
AAAI 2025
Smurfs: Multi-Agent System using Context-Efficient DFSDT for Tool Planning
NAACL 2025
Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding
ICML 2025
Testing Juntas and Junta Subclasses with Relative Error
COLT 2025
Using Submodular Optimization to Approximate Minimum-Size Abductive Path Explanations for Tree-Based Models
UAI 2025
What makes an Ensemble (Un) Interpretable?
ICML 2025
Witty: An Efficient Solver for Computing Minimum-Size Decision Trees
AAAI 2025