Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game

Alexander Reisach; Christof Seiler; Sebastian Weichwald

Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game

Alexander Reisach, Christof Seiler, Sebastian Weichwald

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

Original language	English
Title of host publication	Advances in Neural Information Processing Systems 34 pre-proceedings (NeurIPS 2021)
Editors	M. Ranzato, A. Beygelzimer, P.S. Liang, J.W. Vaughan, Y. Dauphin
Number of pages	13
Publication status	E-pub ahead of print - 2021
Event	Thirty-fifth Conference on Neural Information Processing Systems - Online, United States Duration: 6 Dec 2021 → 14 Dec 2021 https://nips.cc/

Conference

Conference	Thirty-fifth Conference on Neural Information Processing Systems
Abbreviated title	NeurIPS 2021
Country/Territory	United States
Period	6/12/21 → 14/12/21
Internet address	https://nips.cc/

Access to Document

https://proceedings.neurips.cc/paper/2021/file/e987eff4a7c7b7e580d659feb6f60c1a-Paper.pdf

Cite this

Reisach, A., Seiler, C., & Weichwald, S. (2021). Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game. In M. Ranzato, A. Beygelzimer, P. S. Liang, J. W. Vaughan, & Y. Dauphin (Eds.), Advances in Neural Information Processing Systems 34 pre-proceedings (NeurIPS 2021) https://proceedings.neurips.cc/paper/2021/file/e987eff4a7c7b7e580d659feb6f60c1a-Paper.pdf

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title = "Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game",

author = "Alexander Reisach and Christof Seiler and Sebastian Weichwald",

year = "2021",

language = "English",

editor = "M. Ranzato and A. Beygelzimer and P.S. Liang and J.W. Vaughan and Y. Dauphin",

booktitle = "Advances in Neural Information Processing Systems 34 pre-proceedings (NeurIPS 2021)",

note = "Thirty-fifth Conference on Neural Information Processing Systems, NeurIPS 2021 ; Conference date: 06-12-2021 Through 14-12-2021",

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Reisach, A, Seiler, C & Weichwald, S 2021, Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game. in M Ranzato, A Beygelzimer, PS Liang, JW Vaughan & Y Dauphin (eds), Advances in Neural Information Processing Systems 34 pre-proceedings (NeurIPS 2021). Thirty-fifth Conference on Neural Information Processing Systems, United States, 6/12/21. <https://proceedings.neurips.cc/paper/2021/file/e987eff4a7c7b7e580d659feb6f60c1a-Paper.pdf>

Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game. / Reisach, Alexander; Seiler, Christof; Weichwald, Sebastian.

Advances in Neural Information Processing Systems 34 pre-proceedings (NeurIPS 2021). ed. / M. Ranzato; A. Beygelzimer; P.S. Liang; J.W. Vaughan; Y. Dauphin. 2021.

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

TY - GEN

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AU - Reisach, Alexander

AU - Seiler, Christof

AU - Weichwald, Sebastian

PY - 2021

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M3 - Conference article in proceeding

BT - Advances in Neural Information Processing Systems 34 pre-proceedings (NeurIPS 2021)

A2 - Ranzato, M.

A2 - Beygelzimer, A.

A2 - Liang, P.S.

A2 - Vaughan, J.W.

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T2 - Thirty-fifth Conference on Neural Information Processing Systems

Y2 - 6 December 2021 through 14 December 2021

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