Cover Image

The Attribution Impossibility: No Feature Ranking Is Faithful, Stable, and Complete Under Collinearity

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Caraker, Drake, Arnold, Bryan, Rhoads, David
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence Logic in Computer Science 68T07, 62J02, 03B35, 91B14, 62C99 I.2.6; F.2.0; I.2.3; G.3
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

On the Complexity and Properties of Preferential Propositional Dependence Logic
by: Sauerwald, Kai, et al.
Published: (2025)

Representation Theorems for Cumulative Propositional Dependence Logics
by: Kontinen, Juha, et al.
Published: (2026)

On the Complexity of Entailment for Cumulative Propositional Dependence Logics
by: Sauerwald, Kai, et al.
Published: (2026)

Foresight Arena: An On-Chain Benchmark for Evaluating AI Forecasting Agents
by: Nechepurenko, Maksym, et al.
Published: (2026)

Artificial intelligence and downscaling global climate model future projections
by: Benestad, Rasmus E.
Published: (2026)

First-Mover Bias in Gradient Boosting Explanations: Mechanism, Detection, and Resolution
by: Caraker, Drake, et al.
Published: (2026)

Ontological Trajectory Forecasting via Finite Semigroup Iteration and Lie Algebra Approximation in Geopolitical Knowledge Graphs
by: Wu, Qihang
Published: (2026)

Optimised Support Vector Regression for California Housing Price Prediction: The Critical Role of Feature Engineering and Hyperparameter Tuning
by: Adutwum, Emmanuel
Published: (2026)

Predicting Femicide in Veracruz: A Fuzzy Logic Approach with the Expanded MFM-FEM-VER-CP-2024 Model
by: Medel-Ramírez, Carlos, et al.
Published: (2024)

Non-Heuristic Selection via Hybrid Regularized and Machine Learning Models for Insurance
by: Galvão, Luciano Ribeiro, et al.
Published: (2025)

Geometric Metrics for MoE Specialization: From Fisher Information to Early Failure Detection
by: Guo, Dongxin, et al.
Published: (2026)

HEP Statistical Inference for UAV Fault Detection: CLs, LRT, and SBI Applied to Blade Damage
by: Khushiyant
Published: (2026)

Review of the EU ETS Literature: A Bibliometric Perspective
by: Salvagnin, Cristiano
Published: (2024)

From interpretability to inference: an estimation framework for universal approximators
by: Joseph, Andreas
Published: (2019)

Enhancing Visual Interpretability and Explainability in Functional Survival Trees and Forests
by: Loffredo, Giuseppe, et al.
Published: (2025)

Faithful Logic Embeddings in HOL -- Deep and Shallow
by: Benzmüller, Christoph
Published: (2025)

Unravelling Abstract Cyclic Proofs into Proofs by Induction
by: Grotenhuis, Lide, et al.
Published: (2026)

Multi-Hypothesis Prediction for Portfolio Optimization: A Structured Ensemble Learning Approach to Risk Diversification
by: Dominguez, Alejandro Rodriguez, et al.
Published: (2025)

Can Large Language Models Revolutionize Survey Research? Experiments with Disaster Preparedness Responses
by: Wang, Yan, et al.
Published: (2026)

Axiomatics of Restricted Choices by Linear Orders of Sets with Minimum as Fallback
by: Sauerwald, Kai, et al.
Published: (2025)

On the logic of interventionist counterfactuals under indeterministic causal laws
by: Barbero, Fausto
Published: (2023)

Machine Collaboration
by: Liu, Qingfeng, et al.
Published: (2021)

Explainable Bayesian deep learning through input-skip Latent Binary Bayesian Neural Networks
by: Høyheim, Eirik, et al.
Published: (2025)

Bayesian Generalized Nonlinear Models Offer Basis Free SINDy With Model Uncertainty
by: Hubin, Aliaksandr
Published: (2025)

FBMS: An R Package for Flexible Bayesian Model Selection and Model Averaging
by: Frommlet, Florian, et al.
Published: (2025)

On the Accuracy of Newton Step and Influence Function Data Attributions
by: Rubinstein, Ittai, et al.
Published: (2025)

A Hybrid Framework for Real-Time Data Drift and Anomaly Identification Using Hierarchical Temporal Memory and Statistical Tests
by: Bandyopadhyay, Subhadip, et al.
Published: (2025)

Data-Driven Discovery of Feature Groups in Clinical Time Series
by: Sergeev, Fedor, et al.
Published: (2025)

XGBoost Forecasting of NEPSE Index Log Returns with Walk Forward Validation
by: Malla, Sahaj Raj, et al.
Published: (2026)

Encoding argumentation frameworks with set attackers to propositional logic systems
by: Tang, Shuai, et al.
Published: (2025)

Encoding higher-order argumentation frameworks with supports to propositional logic systems
by: Tang, Shuai
Published: (2025)

Ice Cream Doesn't Cause Drowning: Benchmarking LLMs Against Statistical Pitfalls in Causal Inference
by: Du, Jin, et al.
Published: (2025)

AI Literacy and LLM Engagement in Higher Education: A Cross-National Quantitative Study
by: Hossain, Shahin, et al.
Published: (2025)

Jacobian-Velocity Bounds for Deployment Risk Under Covariate Drift
by: Landers, Jonathan R.
Published: (2026)

Description Logics with Two Types of Definite Descriptions: Complexity, Expressiveness, and Automated Deduction
by: Sochański, Michał, et al.
Published: (2025)

Planning with Dynamically Changing Domains
by: Soutchanski, Mikhail, et al.
Published: (2025)

Support-Conditioned Flow Matching Is Kernel Smoothing
by: Smola, Daniel Matsui
Published: (2026)

Beyond Least Squares: Robust Regression Transformer (R2T)
by: Gutierrez, Roman, et al.
Published: (2025)

Defeasible Reasoning via Datalog$^\neg$
by: Maher, Michael J.
Published: (2021)

The Price of Progress: Price Performance and the Future of AI
by: Gundlach, Hans, et al.
Published: (2025)