---
_id: '6985'
abstract:
- lang: eng
text: In this paper, we introduce a novel method to interpret recurrent neural networks
(RNNs), particularly long short-term memory networks (LSTMs) at the cellular level.
We propose a systematic pipeline for interpreting individual hidden state dynamics
within the network using response characterization methods. The ranked contribution
of individual cells to the network's output is computed by analyzing a set of
interpretable metrics of their decoupled step and sinusoidal responses. As a result,
our method is able to uniquely identify neurons with insightful dynamics, quantify
relationships between dynamical properties and test accuracy through ablation
analysis, and interpret the impact of network capacity on a network's dynamical
distribution. Finally, we demonstrate the generalizability and scalability of
our method by evaluating a series of different benchmark sequential datasets.
article_number: '8851954'
author:
- first_name: Ramin
full_name: Hasani, Ramin
last_name: Hasani
- first_name: Alexander
full_name: Amini, Alexander
last_name: Amini
- first_name: Mathias
full_name: Lechner, Mathias
id: 3DC22916-F248-11E8-B48F-1D18A9856A87
last_name: Lechner
- first_name: Felix
full_name: Naser, Felix
last_name: Naser
- first_name: Radu
full_name: Grosu, Radu
last_name: Grosu
- first_name: Daniela
full_name: Rus, Daniela
last_name: Rus
citation:
ama: 'Hasani R, Amini A, Lechner M, Naser F, Grosu R, Rus D. Response characterization
for auditing cell dynamics in long short-term memory networks. In: Proceedings
of the International Joint Conference on Neural Networks. IEEE; 2019. doi:10.1109/ijcnn.2019.8851954'
apa: 'Hasani, R., Amini, A., Lechner, M., Naser, F., Grosu, R., & Rus, D. (2019).
Response characterization for auditing cell dynamics in long short-term memory
networks. In Proceedings of the International Joint Conference on Neural Networks.
Budapest, Hungary: IEEE. https://doi.org/10.1109/ijcnn.2019.8851954'
chicago: Hasani, Ramin, Alexander Amini, Mathias Lechner, Felix Naser, Radu Grosu,
and Daniela Rus. “Response Characterization for Auditing Cell Dynamics in Long
Short-Term Memory Networks.” In Proceedings of the International Joint Conference
on Neural Networks. IEEE, 2019. https://doi.org/10.1109/ijcnn.2019.8851954.
ieee: R. Hasani, A. Amini, M. Lechner, F. Naser, R. Grosu, and D. Rus, “Response
characterization for auditing cell dynamics in long short-term memory networks,”
in Proceedings of the International Joint Conference on Neural Networks,
Budapest, Hungary, 2019.
ista: 'Hasani R, Amini A, Lechner M, Naser F, Grosu R, Rus D. 2019. Response characterization
for auditing cell dynamics in long short-term memory networks. Proceedings of
the International Joint Conference on Neural Networks. IJCNN: International Joint
Conference on Neural Networks, 8851954.'
mla: Hasani, Ramin, et al. “Response Characterization for Auditing Cell Dynamics
in Long Short-Term Memory Networks.” Proceedings of the International Joint
Conference on Neural Networks, 8851954, IEEE, 2019, doi:10.1109/ijcnn.2019.8851954.
short: R. Hasani, A. Amini, M. Lechner, F. Naser, R. Grosu, D. Rus, in:, Proceedings
of the International Joint Conference on Neural Networks, IEEE, 2019.
conference:
end_date: 2019-07-19
location: Budapest, Hungary
name: 'IJCNN: International Joint Conference on Neural Networks'
start_date: 2019-07-14
date_created: 2019-11-04T15:59:58Z
date_published: 2019-09-30T00:00:00Z
date_updated: 2021-01-12T08:11:19Z
day: '30'
department:
- _id: ToHe
doi: 10.1109/ijcnn.2019.8851954
external_id:
arxiv:
- '1809.03864'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://arxiv.org/abs/1809.03864
month: '09'
oa: 1
oa_version: Preprint
publication: Proceedings of the International Joint Conference on Neural Networks
publication_identifier:
isbn:
- '9781728119854'
publication_status: published
publisher: IEEE
quality_controlled: '1'
scopus_import: 1
status: public
title: Response characterization for auditing cell dynamics in long short-term memory
networks
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2019'
...
---
_id: '7453'
abstract:
- lang: eng
text: We illustrate the ingredients of the state-of-the-art of model-based approach
for the formal design and verification of cyber-physical systems. To capture the
interaction between a discrete controller and its continuously evolving environment,
we use the formal models of timed and hybrid automata. We explain the steps of
modeling and verification in the tools Uppaal and SpaceEx using a case study based
on a dual-chamber implantable pacemaker monitoring a human heart. We show how
to design a model as a composition of components, how to construct models at varying
levels of detail, how to establish that one model is an abstraction of another,
how to specify correctness requirements using temporal logic, and how to verify
that a model satisfies a logical requirement.
acknowledgement: This research was supported in part by the Austrian Science Fund
(FWF) under grants S11402-N23(RiSE/SHiNE) and Z211-N23 (Wittgenstein Award). This
research has received funding from the Sino-Danish Basic Research Centre, IDEA4CPS,
funded by the Danish National Research Foundation and the National Science Foundation,
China, the Innovation Fund Denmark centre DiCyPS, as well as the ERC Advanced Grant
LASSO.
alternative_title:
- Lecture Notes in Computer Science
article_processing_charge: No
author:
- first_name: Rajeev
full_name: Alur, Rajeev
last_name: Alur
- first_name: Mirco
full_name: Giacobbe, Mirco
id: 3444EA5E-F248-11E8-B48F-1D18A9856A87
last_name: Giacobbe
orcid: 0000-0001-8180-0904
- first_name: Thomas A
full_name: Henzinger, Thomas A
id: 40876CD8-F248-11E8-B48F-1D18A9856A87
last_name: Henzinger
orcid: 0000−0002−2985−7724
- first_name: Kim G.
full_name: Larsen, Kim G.
last_name: Larsen
- first_name: Marius
full_name: Mikučionis, Marius
last_name: Mikučionis
citation:
ama: 'Alur R, Giacobbe M, Henzinger TA, Larsen KG, Mikučionis M. Continuous-time
models for system design and analysis. In: Steffen B, Woeginger G, eds. Computing
and Software Science. Vol 10000. LNCS. Springer Nature; 2019:452-477. doi:10.1007/978-3-319-91908-9_22'
apa: Alur, R., Giacobbe, M., Henzinger, T. A., Larsen, K. G., & Mikučionis,
M. (2019). Continuous-time models for system design and analysis. In B. Steffen
& G. Woeginger (Eds.), Computing and Software Science (Vol. 10000,
pp. 452–477). Springer Nature. https://doi.org/10.1007/978-3-319-91908-9_22
chicago: Alur, Rajeev, Mirco Giacobbe, Thomas A Henzinger, Kim G. Larsen, and Marius
Mikučionis. “Continuous-Time Models for System Design and Analysis.” In Computing
and Software Science, edited by Bernhard Steffen and Gerhard Woeginger, 10000:452–77.
LNCS. Springer Nature, 2019. https://doi.org/10.1007/978-3-319-91908-9_22.
ieee: R. Alur, M. Giacobbe, T. A. Henzinger, K. G. Larsen, and M. Mikučionis, “Continuous-time
models for system design and analysis,” in Computing and Software Science,
vol. 10000, B. Steffen and G. Woeginger, Eds. Springer Nature, 2019, pp. 452–477.
ista: 'Alur R, Giacobbe M, Henzinger TA, Larsen KG, Mikučionis M. 2019.Continuous-time
models for system design and analysis. In: Computing and Software Science. Lecture
Notes in Computer Science, vol. 10000, 452–477.'
mla: Alur, Rajeev, et al. “Continuous-Time Models for System Design and Analysis.”
Computing and Software Science, edited by Bernhard Steffen and Gerhard
Woeginger, vol. 10000, Springer Nature, 2019, pp. 452–77, doi:10.1007/978-3-319-91908-9_22.
short: R. Alur, M. Giacobbe, T.A. Henzinger, K.G. Larsen, M. Mikučionis, in:, B.
Steffen, G. Woeginger (Eds.), Computing and Software Science, Springer Nature,
2019, pp. 452–477.
date_created: 2020-02-05T10:51:44Z
date_published: 2019-10-05T00:00:00Z
date_updated: 2022-09-06T08:25:52Z
day: '05'
department:
- _id: ToHe
doi: 10.1007/978-3-319-91908-9_22
editor:
- first_name: Bernhard
full_name: Steffen, Bernhard
last_name: Steffen
- first_name: Gerhard
full_name: Woeginger, Gerhard
last_name: Woeginger
intvolume: ' 10000'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://doi.org/10.1007/978-3-319-91908-9_22
month: '10'
oa: 1
oa_version: Published Version
page: 452-477
project:
- _id: 25F2ACDE-B435-11E9-9278-68D0E5697425
call_identifier: FWF
grant_number: S11402-N23
name: Rigorous Systems Engineering
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
call_identifier: FWF
grant_number: Z211
name: The Wittgenstein Prize
publication: Computing and Software Science
publication_identifier:
eisbn:
- '9783319919089'
eissn:
- 0302-9743
isbn:
- '9783319919072'
issn:
- 1611-3349
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
series_title: LNCS
status: public
title: Continuous-time models for system design and analysis
type: book_chapter
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 10000
year: '2019'
...
---
_id: '7576'
abstract:
- lang: eng
text: We present the results of a friendly competition for formal verification of
continuous and hybrid systems with nonlinear continuous dynamics. The friendly
competition took place as part of the workshop Applied Verification for Continuous
and Hybrid Systems (ARCH) in 2019. In this year, 6 tools Ariadne, CORA, DynIbex,
Flow*, Isabelle/HOL, and JuliaReach (in alphabetic order) participated. They are
applied to solve reachability analysis problems on four benchmark problems, one
of them with hybrid dynamics. We do not rank the tools based on the results, but
show the current status and discover the potential advantages of different tools.
article_processing_charge: No
author:
- first_name: Fabian
full_name: Immler, Fabian
last_name: Immler
- first_name: Matthias
full_name: Althoff, Matthias
last_name: Althoff
- first_name: Luis
full_name: Benet, Luis
last_name: Benet
- first_name: Alexandre
full_name: Chapoutot, Alexandre
last_name: Chapoutot
- first_name: Xin
full_name: Chen, Xin
last_name: Chen
- first_name: Marcelo
full_name: Forets, Marcelo
last_name: Forets
- first_name: Luca
full_name: Geretti, Luca
last_name: Geretti
- first_name: Niklas
full_name: Kochdumper, Niklas
last_name: Kochdumper
- first_name: David P.
full_name: Sanders, David P.
last_name: Sanders
- first_name: Christian
full_name: Schilling, Christian
id: 3A2F4DCE-F248-11E8-B48F-1D18A9856A87
last_name: Schilling
orcid: 0000-0003-3658-1065
citation:
ama: 'Immler F, Althoff M, Benet L, et al. ARCH-COMP19 Category Report: Continuous
and hybrid systems with nonlinear dynamics. In: EPiC Series in Computing.
Vol 61. EasyChair Publications; 2019:41-61. doi:10.29007/m75b'
apa: 'Immler, F., Althoff, M., Benet, L., Chapoutot, A., Chen, X., Forets, M., …
Schilling, C. (2019). ARCH-COMP19 Category Report: Continuous and hybrid systems
with nonlinear dynamics. In EPiC Series in Computing (Vol. 61, pp. 41–61).
Montreal, Canada: EasyChair Publications. https://doi.org/10.29007/m75b'
chicago: 'Immler, Fabian, Matthias Althoff, Luis Benet, Alexandre Chapoutot, Xin
Chen, Marcelo Forets, Luca Geretti, Niklas Kochdumper, David P. Sanders, and Christian
Schilling. “ARCH-COMP19 Category Report: Continuous and Hybrid Systems with Nonlinear
Dynamics.” In EPiC Series in Computing, 61:41–61. EasyChair Publications,
2019. https://doi.org/10.29007/m75b.'
ieee: 'F. Immler et al., “ARCH-COMP19 Category Report: Continuous and hybrid
systems with nonlinear dynamics,” in EPiC Series in Computing, Montreal,
Canada, 2019, vol. 61, pp. 41–61.'
ista: 'Immler F, Althoff M, Benet L, Chapoutot A, Chen X, Forets M, Geretti L, Kochdumper
N, Sanders DP, Schilling C. 2019. ARCH-COMP19 Category Report: Continuous and
hybrid systems with nonlinear dynamics. EPiC Series in Computing. ARCH: International
Workshop on Applied Verification on Continuous and Hybrid Systems vol. 61, 41–61.'
mla: 'Immler, Fabian, et al. “ARCH-COMP19 Category Report: Continuous and Hybrid
Systems with Nonlinear Dynamics.” EPiC Series in Computing, vol. 61, EasyChair
Publications, 2019, pp. 41–61, doi:10.29007/m75b.'
short: F. Immler, M. Althoff, L. Benet, A. Chapoutot, X. Chen, M. Forets, L. Geretti,
N. Kochdumper, D.P. Sanders, C. Schilling, in:, EPiC Series in Computing, EasyChair
Publications, 2019, pp. 41–61.
conference:
end_date: 2019-04-15
location: Montreal, Canada
name: 'ARCH: International Workshop on Applied Verification on Continuous and Hybrid
Systems'
start_date: 2019-04-15
date_created: 2020-03-08T23:00:49Z
date_published: 2019-05-25T00:00:00Z
date_updated: 2021-01-12T08:14:17Z
day: '25'
ddc:
- '000'
department:
- _id: ToHe
doi: 10.29007/m75b
file:
- access_level: open_access
checksum: 9138977a06fcd6a95976eb4bca875f0c
content_type: application/pdf
creator: dernst
date_created: 2020-03-24T07:36:36Z
date_updated: 2020-07-14T12:48:00Z
file_id: '7617'
file_name: 2019_ARCH19_Immler.pdf
file_size: 1934830
relation: main_file
file_date_updated: 2020-07-14T12:48:00Z
has_accepted_license: '1'
intvolume: ' 61'
language:
- iso: eng
month: '05'
oa: 1
oa_version: Published Version
page: 41-61
publication: EPiC Series in Computing
publication_identifier:
eissn:
- '23987340'
publication_status: published
publisher: EasyChair Publications
quality_controlled: '1'
scopus_import: 1
status: public
title: 'ARCH-COMP19 Category Report: Continuous and hybrid systems with nonlinear
dynamics'
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 61
year: '2019'
...
---
_id: '8570'
abstract:
- lang: eng
text: 'This report presents the results of a friendly competition for formal verification
of continuous and hybrid systems with linear continuous dynamics. The friendly
competition took place as part of the workshop Applied Verification for Continuous
and Hybrid Systems (ARCH) in 2019. In its third edition, seven tools have been
applied to solve six different benchmark problems in the category for linear continuous
dynamics (in alphabetical order): CORA, CORA/SX, HyDRA, Hylaa, JuliaReach, SpaceEx,
and XSpeed. This report is a snapshot of the current landscape of tools and the
types of benchmarks they are particularly suited for. Due to the diversity of
problems, we are not ranking tools, yet the presented results provide one of the
most complete assessments of tools for the safety verification of continuous and
hybrid systems with linear continuous dynamics up to this date.'
article_processing_charge: No
author:
- first_name: Matthias
full_name: Althoff, Matthias
last_name: Althoff
- first_name: Stanley
full_name: Bak, Stanley
last_name: Bak
- first_name: Marcelo
full_name: Forets, Marcelo
last_name: Forets
- first_name: Goran
full_name: Frehse, Goran
last_name: Frehse
- first_name: Niklas
full_name: Kochdumper, Niklas
last_name: Kochdumper
- first_name: Rajarshi
full_name: Ray, Rajarshi
last_name: Ray
- first_name: Christian
full_name: Schilling, Christian
id: 3A2F4DCE-F248-11E8-B48F-1D18A9856A87
last_name: Schilling
orcid: 0000-0003-3658-1065
- first_name: Stefan
full_name: Schupp, Stefan
last_name: Schupp
citation:
ama: 'Althoff M, Bak S, Forets M, et al. ARCH-COMP19 Category Report: Continuous
and hybrid systems with linear continuous dynamics. In: EPiC Series in Computing.
Vol 61. EasyChair; 2019:14-40. doi:10.29007/bj1w'
apa: 'Althoff, M., Bak, S., Forets, M., Frehse, G., Kochdumper, N., Ray, R., … Schupp,
S. (2019). ARCH-COMP19 Category Report: Continuous and hybrid systems with linear
continuous dynamics. In EPiC Series in Computing (Vol. 61, pp. 14–40).
Montreal, Canada: EasyChair. https://doi.org/10.29007/bj1w'
chicago: 'Althoff, Matthias, Stanley Bak, Marcelo Forets, Goran Frehse, Niklas Kochdumper,
Rajarshi Ray, Christian Schilling, and Stefan Schupp. “ARCH-COMP19 Category Report:
Continuous and Hybrid Systems with Linear Continuous Dynamics.” In EPiC Series
in Computing, 61:14–40. EasyChair, 2019. https://doi.org/10.29007/bj1w.'
ieee: 'M. Althoff et al., “ARCH-COMP19 Category Report: Continuous and hybrid
systems with linear continuous dynamics,” in EPiC Series in Computing,
Montreal, Canada, 2019, vol. 61, pp. 14–40.'
ista: 'Althoff M, Bak S, Forets M, Frehse G, Kochdumper N, Ray R, Schilling C, Schupp
S. 2019. ARCH-COMP19 Category Report: Continuous and hybrid systems with linear
continuous dynamics. EPiC Series in Computing. ARCH: International Workshop on
Applied Verification on Continuous and Hybrid Systems vol. 61, 14–40.'
mla: 'Althoff, Matthias, et al. “ARCH-COMP19 Category Report: Continuous and Hybrid
Systems with Linear Continuous Dynamics.” EPiC Series in Computing, vol.
61, EasyChair, 2019, pp. 14–40, doi:10.29007/bj1w.'
short: M. Althoff, S. Bak, M. Forets, G. Frehse, N. Kochdumper, R. Ray, C. Schilling,
S. Schupp, in:, EPiC Series in Computing, EasyChair, 2019, pp. 14–40.
conference:
end_date: 2019-04-15
location: Montreal, Canada
name: 'ARCH: International Workshop on Applied Verification on Continuous and Hybrid
Systems'
start_date: 2019-04-15
date_created: 2020-09-26T14:23:54Z
date_published: 2019-05-25T00:00:00Z
date_updated: 2021-01-12T08:20:05Z
day: '25'
department:
- _id: ToHe
doi: 10.29007/bj1w
intvolume: ' 61'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://easychair.org/publications/open/1gbP
month: '05'
oa: 1
oa_version: Published Version
page: 14-40
publication: EPiC Series in Computing
publication_identifier:
eissn:
- '23987340'
publication_status: published
publisher: EasyChair
quality_controlled: '1'
status: public
title: 'ARCH-COMP19 Category Report: Continuous and hybrid systems with linear continuous
dynamics'
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 61
year: '2019'
...
---
_id: '6884'
abstract:
- lang: eng
text: 'In two-player games on graphs, the players move a token through a graph to
produce a finite or infinite path, which determines the qualitative winner or
quantitative payoff of the game. We study bidding games in which the players bid
for the right to move the token. Several bidding rules were studied previously.
In Richman bidding, in each round, the players simultaneously submit bids, and
the higher bidder moves the token and pays the other player. Poorman bidding is
similar except that the winner of the bidding pays the "bank" rather than the
other player. Taxman bidding spans the spectrum between Richman and poorman bidding.
They are parameterized by a constant tau in [0,1]: portion tau of the winning
bid is paid to the other player, and portion 1-tau to the bank. While finite-duration
(reachability) taxman games have been studied before, we present, for the first
time, results on infinite-duration taxman games. It was previously shown that
both Richman and poorman infinite-duration games with qualitative objectives reduce
to reachability games, and we show a similar result here. Our most interesting
results concern quantitative taxman games, namely mean-payoff games, where poorman
and Richman bidding differ significantly. A central quantity in these games is
the ratio between the two players'' initial budgets. While in poorman mean-payoff
games, the optimal payoff of a player depends on the initial ratio, in Richman
bidding, the payoff depends only on the structure of the game. In both games the
optimal payoffs can be found using (different) probabilistic connections with
random-turn games in which in each turn, instead of bidding, a coin is tossed
to determine which player moves. While the value with Richman bidding equals the
value of a random-turn game with an un-biased coin, with poorman bidding, the
bias in the coin is the initial ratio of the budgets. We give a complete classification
of mean-payoff taxman games that is based on a probabilistic connection: the value
of a taxman bidding game with parameter tau and initial ratio r, equals the value
of a random-turn game that uses a coin with bias F(tau, r) = (r+tau * (1-r))/(1+tau).
Thus, we show that Richman bidding is the exception; namely, for every tau <1,
the value of the game depends on the initial ratio. Our proof technique simplifies
and unifies the previous proof techniques for both Richman and poorman bidding. '
alternative_title:
- LIPIcs
article_number: '11'
author:
- first_name: Guy
full_name: Avni, Guy
id: 463C8BC2-F248-11E8-B48F-1D18A9856A87
last_name: Avni
orcid: 0000-0001-5588-8287
- first_name: Thomas A
full_name: Henzinger, Thomas A
id: 40876CD8-F248-11E8-B48F-1D18A9856A87
last_name: Henzinger
orcid: 0000−0002−2985−7724
- first_name: Dorde
full_name: Zikelic, Dorde
id: 294AA7A6-F248-11E8-B48F-1D18A9856A87
last_name: Zikelic
citation:
ama: 'Avni G, Henzinger TA, Zikelic D. Bidding mechanisms in graph games. In: Vol
138. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2019. doi:10.4230/LIPICS.MFCS.2019.11'
apa: 'Avni, G., Henzinger, T. A., & Zikelic, D. (2019). Bidding mechanisms in
graph games (Vol. 138). Presented at the MFCS: nternational Symposium on Mathematical
Foundations of Computer Science, Aachen, Germany: Schloss Dagstuhl - Leibniz-Zentrum
für Informatik. https://doi.org/10.4230/LIPICS.MFCS.2019.11'
chicago: Avni, Guy, Thomas A Henzinger, and Dorde Zikelic. “Bidding Mechanisms in
Graph Games,” Vol. 138. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2019.
https://doi.org/10.4230/LIPICS.MFCS.2019.11.
ieee: 'G. Avni, T. A. Henzinger, and D. Zikelic, “Bidding mechanisms in graph games,”
presented at the MFCS: nternational Symposium on Mathematical Foundations of Computer
Science, Aachen, Germany, 2019, vol. 138.'
ista: 'Avni G, Henzinger TA, Zikelic D. 2019. Bidding mechanisms in graph games.
MFCS: nternational Symposium on Mathematical Foundations of Computer Science,
LIPIcs, vol. 138, 11.'
mla: Avni, Guy, et al. Bidding Mechanisms in Graph Games. Vol. 138, 11, Schloss
Dagstuhl - Leibniz-Zentrum für Informatik, 2019, doi:10.4230/LIPICS.MFCS.2019.11.
short: G. Avni, T.A. Henzinger, D. Zikelic, in:, Schloss Dagstuhl - Leibniz-Zentrum
für Informatik, 2019.
conference:
end_date: 2019-08-30
location: Aachen, Germany
name: 'MFCS: nternational Symposium on Mathematical Foundations of Computer Science'
start_date: 2019-08-26
date_created: 2019-09-18T08:04:26Z
date_published: 2019-08-01T00:00:00Z
date_updated: 2023-08-07T14:08:34Z
day: '01'
ddc:
- '004'
department:
- _id: ToHe
- _id: KrCh
doi: 10.4230/LIPICS.MFCS.2019.11
ec_funded: 1
external_id:
arxiv:
- '1905.03835'
file:
- access_level: open_access
checksum: 6346e116a4f4ed1414174d96d2c4fbd7
content_type: application/pdf
creator: kschuh
date_created: 2019-09-27T11:45:15Z
date_updated: 2020-07-14T12:47:42Z
file_id: '6913'
file_name: 2019_LIPIcs_Avni.pdf
file_size: 554457
relation: main_file
file_date_updated: 2020-07-14T12:47:42Z
has_accepted_license: '1'
intvolume: ' 138'
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
project:
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
call_identifier: H2020
grant_number: '665385'
name: International IST Doctoral Program
- _id: 264B3912-B435-11E9-9278-68D0E5697425
call_identifier: FWF
grant_number: M02369
name: Formal Methods meets Algorithmic Game Theory
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
call_identifier: FWF
grant_number: Z211
name: The Wittgenstein Prize
- _id: 25F2ACDE-B435-11E9-9278-68D0E5697425
call_identifier: FWF
grant_number: S11402-N23
name: Rigorous Systems Engineering
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
related_material:
record:
- id: '9239'
relation: later_version
status: public
scopus_import: 1
status: public
title: Bidding mechanisms in graph games
tmp:
image: /images/cc_by.png
legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
short: CC BY (4.0)
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 138
year: '2019'
...