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Preferential Mixture-of-Experts: Interpretable Models that Rely on Human
  Expertise as much as Possible

Preferential Mixture-of-Experts: Interpretable Models that Rely on Human Expertise as much as Possible

13 January 2021
Melanie F. Pradier
Javier Zazo
S. Parbhoo
R. Perlis
Maurizio Zazzi
Finale Doshi-Velez
    MoE
ArXiv (abs)PDFHTML

Papers citing "Preferential Mixture-of-Experts: Interpretable Models that Rely on Human Expertise as much as Possible"

12 / 12 papers shown
Title
MoRE-LLM: Mixture of Rule Experts Guided by a Large Language Model
MoRE-LLM: Mixture of Rule Experts Guided by a Large Language Model
Alexander Koebler
Ingo Thon
Florian Buettner
55
0
0
26 Mar 2025
Consistent Estimators for Learning to Defer to an Expert
Consistent Estimators for Learning to Defer to an Expert
Hussein Mozannar
David Sontag
58
204
0
02 Jun 2020
Learning to Complement Humans
Learning to Complement Humans
Bryan Wilder
Eric Horvitz
Ece Kamar
165
168
0
01 May 2020
The Algorithmic Automation Problem: Prediction, Triage, and Human Effort
The Algorithmic Automation Problem: Prediction, Triage, and Human Effort
M. Raghu
Katy Blumer
G. Corrado
Jon M. Kleinberg
Ziad Obermeyer
S. Mullainathan
156
140
0
28 Mar 2019
Expert-Augmented Machine Learning
Expert-Augmented Machine Learning
Efstathios D. Gennatas
J. Friedman
L. Ungar
R. Pirracchio
Eric Eaton
...
A. Auerbach
E. Delgado
Mark van der Laan
T. Solberg
Gilmer Valdes
42
85
0
22 Mar 2019
KINN: Incorporating Expert Knowledge in Neural Networks
KINN: Incorporating Expert Knowledge in Neural Networks
M. A. Chattha
Shoaib Ahmed Siddiqui
M. I. Malik
L. V. Elst
Andreas Dengel
Sheraz Ahmed
69
6
0
15 Feb 2019
Machine Learning with Abstention for Automated Liver Disease Diagnosis
Machine Learning with Abstention for Automated Liver Disease Diagnosis
Kanza Hamid
Amina Asif
Wajid Arshad Abbasi
D. Sabih
F. Minhas
33
27
0
11 Nov 2018
Predict Responsibly: Improving Fairness and Accuracy by Learning to
  Defer
Predict Responsibly: Improving Fairness and Accuracy by Learning to Defer
David Madras
T. Pitassi
R. Zemel
FaML
163
221
0
17 Nov 2017
Learning Credible Models
Learning Credible Models
Jiaxuan Wang
Jeeheh Oh
Haozhu Wang
Jenna Wiens
FaML
64
30
0
08 Nov 2017
Knowledge Enhanced Hybrid Neural Network for Text Matching
Knowledge Enhanced Hybrid Neural Network for Text Matching
Yu-Huan Wu
Wei Wu
Zhoujun Li
Ming Zhou
66
41
0
15 Nov 2016
Harnessing Deep Neural Networks with Logic Rules
Harnessing Deep Neural Networks with Logic Rules
Zhiting Hu
Xuezhe Ma
Zhengzhong Liu
Eduard H. Hovy
Eric Xing
AI4CENAI
56
614
0
21 Mar 2016
Parallel and Distributed Methods for Nonconvex Optimization--Part II:
  Applications
Parallel and Distributed Methods for Nonconvex Optimization--Part II: Applications
G. Scutari
F. Facchinei
Lorenzo Lampariello
Peiran Song
Stefania Sardellitti
50
258
0
15 Jan 2016
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