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The growing need for trustworthy machine learning has led to the blossom of interpretability research. Numerous explanation methods have been developed to serve this purpose. However, these methods are deficiently and inappropriately…

Machine Learning · Computer Science 2022-03-29 Yipei Wang , Xiaoqian Wang

This work is motivated by the need to assess the degree of agreement between two independent groups of raters. It proposes two new methods.

Applications · Statistics 2018-06-18 Madhusmita Panda , Sharayu Paranjpe , Anil Gore

Explainability is widely regarded as essential for trustworthy artificial intelligence systems. However, the metrics commonly used to evaluate counterfactual explanations are algorithmic evaluation metrics that are rarely validated against…

Artificial Intelligence · Computer Science 2026-03-17 Felix Liedeker , Basil Ell , Philipp Cimiano , Christoph Düsing

This paper has been withdrawn by the authors. We have discovered an error in the evaluation of the diagram, which invalidates our conclusion.

High Energy Physics - Phenomenology · Physics 2007-05-23 M. E. Bracco , F. S. Navarra , M. Nielsen

Counterfactual explanations are a widely used approach in Explainable AI, offering actionable insights into decision-making by illustrating how small changes to input data can lead to different outcomes. Despite their importance, evaluating…

Human-Computer Interaction · Computer Science 2025-04-22 Marharyta Domnich , Rasmus Moorits Veski , Julius Välja , Kadi Tulver , Raul Vicente

The paper has been withdrawn by the author, due to it being fundamentally flawed. The author apologizes for any inconvenience it may have caused.

Mathematical Physics · Physics 2007-07-11 John Fredsted

One way of evaluating individual scientists is the determination of the number of highly cited publications, where the threshold is given by a large reference set. It is shown that this indicator behaves in a counterintuitive way, leading…

Digital Libraries · Computer Science 2013-05-09 Michael Schreiber

This paper has been withdrawn by the author due a few mistakes in the paper.

Complex Variables · Mathematics 2011-01-19 Lakshmi Priya Magudeeswari Easwaran

The aim of this note is to emphasize the fact that in many papers on invexity published in prestigious journals there are not clear definitions, trivial or not clear statements and wrong proofs. We also point out the unprofessional way of…

Optimization and Control · Mathematics 2012-03-07 Constantin Zalinescu

A disagreement of the empirical results with quantum mechanical predictions is pointed out in the experiment by M. Giustina et al. [arXiv:1212.0533].

Quantum Physics · Physics 2013-07-06 Emilio Santos

We show that some mathematical results and their negations are both deducible. The derived contradictions indicate the inconsistency of current mathematics. This paper is an updated version of arXiv:math/0606635v3 with additional results…

General Mathematics · Mathematics 2007-08-15 Guang-Liang Li , Victor O. K. Li

I now agree with conclusion of author that there is a problem with unitarity in discussed models.

High Energy Physics - Theory · Physics 2008-02-03 Paul Federbush

The authors have decided to withdraw this submission. Clarifications/corrections, if any, may follow at a later date.

Computer Science and Game Theory · Computer Science 2010-10-26 Noah D. Stein , Pablo A. Parrilo , Asuman Ozdaglar

The authors have withdrawn this paper.

Quantum Physics · Physics 2007-05-23 Sibasish Ghosh , Anirban Roy , Ujjwal Sen

We outline the Great Misalignment Problem in natural language processing research, this means simply that the problem definition is not in line with the method proposed and the human evaluation is not in line with the definition nor the…

Computation and Language · Computer Science 2021-04-13 Mika Hämäläinen , Khalid Alnajjar

We generalize a method of Ivor Spence (J. of Experimental Algorithms 15(March 2010)) that produces unsatisfiable cnfs and show experimentally that, for the most part, the resulting cnfs are minimally unsatisfiable.

Logic in Computer Science · Computer Science 2012-12-03 Robert Cowen

Explainable artificial intelligence techniques are developed at breakneck speed, but suitable evaluation approaches lag behind. With explainers becoming increasingly complex and a lack of consensus on how to assess their utility, it is…

Human-Computer Interaction · Computer Science 2023-04-18 Edward Small , Yueqing Xuan , Danula Hettiachchi , Kacper Sokol

If two experts disagree on a test, we may conclude both cannot be 100 per cent correct. But if they completely agree, no possible evaluation can be excluded. This asymmetry in the utility of agreements versus disagreements is explored here…

Artificial Intelligence · Computer Science 2025-10-02 Andrés Corrada-Emmanuel

This paper has been withdrawn by the authors; the main conclusion is incorrect, as some of the crucial calculations were not properly converged.

Chemical Physics · Physics 2015-06-04 Michael Mack , Daniel Whitenack , Adam Wasserman

This paper has been withdrawn by the authors due to an incorrect analysis.

High Energy Physics - Theory · Physics 2007-05-23 Eun Kyung Park , Pyung Seong Kwon