Testing-based Black-box Extraction of Simple Models from RNNs and Transformers

被引：0

作者：

Muskardin, Edi ^{[1
,2
]}

Tappler, Martin ^{[1
,2
]}

Aichernig, Bernhard K. ^{[2
]}

机构：

[1] Graz Univ Technol, Silicon Austria Labs, SAL DES Lab, Graz, Austria

[2] Graz Univ Technol, Graz, Austria

来源：

INTERNATIONAL CONFERENCE ON GRAMMATICAL INFERENCE, VOL 217 | 2023年 / 217卷

关键词：

Model extraction; Active automata learning; RNN; Transformers;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this technical report, we outline the testing-based black-box method used to extract simple and interpretable models from RNNs and transformers. Our work was done in the scope of the TAYSIR competition, in which it won the first place.

引用

页码：291 / 294

页数：4

共 50 条

[21] Interpretable Companions for Black-Box Models
Pan, Danqing
Wang, Tong
Hara, Satoshi
INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 108, 2020, 108 : 2444 - 2453
[22] Causal Interpretations of Black-Box Models
Zhao, Qingyuan
Hastie, Trevor
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2021, 39 (01) : 272 - 281
[23] GridEx: An Algorithm for Knowledge Extraction from Black-Box Regressors
Sabbatini, Federico
Ciatto, Giovanni
Omicini, Andrea
EXPLAINABLE AND TRANSPARENT AI AND MULTI-AGENT SYSTEMS, EXTRAAMAS 2021, 2021, 12688 : 18 - 38
[24] Black-box Bayesian inference for agent-based models
Dyer, Joel
Cannon, Patrick
Farmer, J. Doyne
Schmon, Sebastian M.
JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 2024, 161
[25] On black-box ring extraction and integer factorization
Altmann, Kristina
Jager, Tibor
Rupp, Andy
AUTOMATA, LANGUAGES AND PROGRAMMING, PT 2, PROCEEDINGS, 2008, 5126 : 437 - 448
[26] Identifying the Machine Learning Family from Black-Box Models
Fabra-Boluda, Raul
Ferri, Cesar
Hernandez-Orallo, Jose
Martinez-Plumed, Fernando
Jose Ramirez-Quintana, Maria
ADVANCES IN ARTIFICIAL INTELLIGENCE, CAEPIA 2018, 2018, 11160 : 55 - 65
[27] A Look at Current Component Models from the Black-box Perspective
Brada, Premek
2009 35TH EUROMICRO CONFERENCE ON SOFTWARE ENGINEERING AND ADVANCED APPLICATIONS, PROCEEDINGS, 2009, : 388 - 395
[28] Black-box models from input-output measurements
Ljung, L
IMTC/2001: PROCEEDINGS OF THE 18TH IEEE INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE, VOLS 1-3: REDISCOVERING MEASUREMENT IN THE AGE OF INFORMATICS, 2001, : 138 - 146
[29] Recent Advances in Automatic Black-Box Testing
Mariani, Leonardo
Pezze, Mauro
Zuddas, Daniele
ADVANCES IN COMPUTERS, VOL 99, 2015, 99 : 157 - 193
[30] AutoBlackTest: A Tool for Automatic Black-Box Testing
Mariani, Leonardo
Pezze, Mauro
Riganelli, Oliviero
Santoro, Mauro
2011 33RD INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING (ICSE), 2011, : 1013 - 1015

← 1 2 3 4 5 →