Inherent Interpretability

September 24, 2022

Toward Intention Discovery for Early Malice Detection in Bitcoin
Ling Cheng, Feida Zhu, Yong Wang, Huiwen Liu
Inherent Interpretability Detection Model Bitcoin User Illicit Content Good Interpretability

September 21, 2022

Toy Models of Superposition
Nelson Elhage, Tristan Hume, Catherine Olsson, Nicholas Schiefer, Tom Henighan, Shauna Kravec, Zac Hatfield-Dodds, Robert Lasenby, Dawn Drain, Carol Chen, Roger Grosse, Sam McCandlish, Jared Kaplan, Dario Amodei, Martin Wattenberg, Christopher Olah
Adversarial Example Inherent Interpretability Mechanistic Interpretability Single Neuron First Order Superposition Polysemous Word
Interpretable Selective Learning in Credit Risk
Dangxing Chen, Weicheng Ye, Jiahui Ye
Inherent Interpretability Logistic Regression Credit Risk Predictive Power

September 15, 2022

MIXRTs: Toward Interpretable Multi-Agent Reinforcement Learning via Mixing Recurrent Soft Decision Trees
Zichuan Liu, Yuanyang Zhu, Zhi Wang, Yang Gao, Chunlin Chen
Multi Agent Reinforcement Learning Inherent Interpretability Soft Decision Tree

September 14, 2022

Accuracy, Fairness, and Interpretability of Machine Learning Criminal Recidivism Models
Eric Ingram, Furkan Gursoy, Ioannis A. Kakadiaris
Inherent Interpretability Procedural Fairness Recidivism Model

September 13, 2022

Concept-Based Explanations for Tabular Data
Varsha Pendyala, Jihye Choi
Inherent Interpretability Line by Line Explanation Ground Truth Tabular Data Concept Based Concept Attribution

September 12, 2022

DECK: Behavioral Tests to Improve Interpretability and Generalizability of BERT Models Detecting Depression from Text
Jekaterina Novikova, Ksenia Shkaruta
Inherent Interpretability Text Modality Stronger Generalizability BERT Based Depression Detection Depression Symptom Behavioral Testing

September 9, 2022

Survey on Deep Fuzzy Systems in regression applications: a view on interpretability
Jorge S. S. Júnior, Jérôme Mendes, Francisco Souza, Cristiano Premebida
Timely Survey Inherent Interpretability Explainable AI Interpretable Model Regression Model Best View Fuzzy Logic Deep Regression Deep Fuzzy

September 7, 2022

September 1, 2022

Model Transparency and Interpretability : Survey and Application to the Insurance Industry
Dimitri Delcaillau, Antoine Ly, Alize Papp, Franck Vermet
Machine Learning Timely Survey Application Proficiency Inherent Interpretability Interpretability Method Model Transparency Model Interpretation Insurance Industry Actuarial Model

August 31, 2022

Are we measuring trust correctly in explainability, interpretability, and transparency research?
Tim Miller
Inherent Interpretability High Explainability Appropriate Trust Transparency Index Trust Survey Instrument

August 29, 2022

Attention-based Interpretable Regression of Gene Expression in Histology
Mara Graziani, Niccolò Marini, Nicolas Deutschmann, Nikita Janakarajan, Henning Müller, María Rodríguez Martínez
Inherent Interpretability Interpretable Model Histology Image Gene Expression Attention Based Regression

August 26, 2022

A Framework for Inherently Interpretable Optimization Models
Marc Goerigk, Michael Hartisch
New Framework Optimization Purpose Inherent Interpretability Optimization Framework Interpretable Optimization

August 24, 2022

Radial Basis Function Networks for Convolutional Neural Networks to Learn Similarity Distance Metric and Improve Interpretability
Mohammadreza Amirian, Friedhelm Schwenker
Convolutional Neural Network Inherent Interpretability Image Classification CNN Architecture Radial Basis Function Similarity Metric

August 22, 2022

August 19, 2022

August 17, 2022

Quality Diversity Evolutionary Learning of Decision Trees
Andrea Ferigo, Leonardo Lucio Custode, Giovanni Iacca
Reinforcement Learning Inherent Interpretability Decision Tree Black Box Model Explainable Machine Learning

Papers

Toward Intention Discovery for Early Malice Detection in Bitcoin

Toy Models of Superposition

Interpretable Selective Learning in Credit Risk

MIXRTs: Toward Interpretable Multi-Agent Reinforcement Learning via Mixing Recurrent Soft Decision Trees

Accuracy, Fairness, and Interpretability of Machine Learning Criminal Recidivism Models

Concept-Based Explanations for Tabular Data

DECK: Behavioral Tests to Improve Interpretability and Generalizability of BERT Models Detecting Depression from Text

Survey on Deep Fuzzy Systems in regression applications: a view on interpretability

Seeking Interpretability and Explainability in Binary Activated Neural Networks

Measuring the Interpretability of Unsupervised Representations via Quantized Reverse Probing

Model Transparency and Interpretability : Survey and Application to the Insurance Industry

Are we measuring trust correctly in explainability, interpretability, and transparency research?

Attention-based Interpretable Regression of Gene Expression in Histology

A Framework for Inherently Interpretable Optimization Models

Radial Basis Function Networks for Convolutional Neural Networks to Learn Similarity Distance Metric and Improve Interpretability

Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis

SoK: Explainable Machine Learning for Computer Security Applications

SAFARI: Versatile and Efficient Evaluations for Robustness of Interpretability

MonaCoBERT: Monotonic attention based ConvBERT for Knowledge Tracing

Quality Diversity Evolutionary Learning of Decision Trees