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unrobustness vs lack of robustness

Both "unrobustness" and "lack of robustness" are correct phrases, but "lack of robustness" is more commonly used and considered more formal. They both mean not being robust or failing to be strong.
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Explained by Gregg
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Last updated: September 15, 2024 • 8550 views

unrobustness

This phrase is correct but less common than "lack of robustness."

This term is used to describe the lack of robustness or strength in something.
  • Unrobustness¶. The unrobustness issue in machine learning refers to the phenomenon where a model is highly sensitive to small perturbations in the input ...
  • From unrobust +‎ -ness. Noun. edit. unrobustness (uncountable). The state or condition of being unrobust; frailness ...
  • Oct 11, 2023 ... Essentially, unrobustness undermines a model's trustworthiness and consistency. Unethical Behavior in Machine Learning. Unethical biases in ...
  • Mar 25, 2023 ... mime spoke complaining about unrobustness of heads and by accident say ic in ooc. deadchat spammed "icky oocky" but the station survived ...
  • Nov 6, 2023 ... ... unrobustness, spurious correlation, overconfidence, underconfidence, unethical issue, etc. Giskard (source: Giskard github). It's a powerful ...
  • This paper shows the unrobustness of a power ratio based power control algorithm utilized during recovery period in DL. The method is defined in [1]. Study ...
  • Jun 7, 2023 ... Unrobustness; Overconfidence; Data leakage; Unethical behavior; Stochasticity. Generate and run your test suite. If the automatic scan detects ...
  • Uncertainties lead to unrobustness in both deterministic and stochastic optimization. Optimized form is likely to be better than random designs even under ...
  • Oct 30, 2024 ... underripeness, ripeness, inconcoction, unruliness, unreadiness, unrobustness, unpolishedness, unmerchantability, unreformedness, unreclaimedness ...
  • Unrobustness Overconfidence Underconfidence Unethical behaviour. Data Leakage Stochasticity Spurious correlation. Some of the topics covered include: Current ...

Alternatives:

  • lack of robustness
  • lack of strength
  • weakness

lack of robustness

This phrase is more commonly used and considered more formal.

This term is used to describe the absence of robustness or strength in something.
  • Jan 30, 2018 ... On Lack of Robustness in Hydrological Model Development Due to Absence of Guidelines for Selecting Calibration and Evaluation Data ...
  • Mar 1, 2021 ... Multiple method modelling reveals lack of robustness in natural resource management research. Author links open overlay panel. Ulrich J. Frey.
  • May 21, 2024 ... Lack of robustness of hydrological models: A large-sample diagnosis and an attempt to identify the hydrological and climatic drivers. Léonard ...
  • May 17, 2022 ... Here we discuss a methodological problem that has not been previously recognized, namely, the striking lack of robustness of raw hormone ratios ...
  • May 9, 2023 ... I see lack of robustness is given as the driver, but I haven't had any issues with the diff models and will gladly accept any current level ...
  • Jun 11, 2021 ... Lack of robustness, a fatality for AI systems? Report this article; Close menu. Arnault ...
  • Lack of robustness of textural measures obtained from 3D brain tumor MRIs impose a need for standardization. David Molina, Julián Pérez-Beteta, Alicia ...
  • Mar 24, 2019 ... The process of generating the perturbations that expose the lack of robustness of neural networks is known as adversarial input generation.
  • Jun 1, 2013 ... Lack of Robustness of Life Extension Associated With Several Single-Gene P Element Mutations in Drosophila melanogaster. Robin J. Mockett
  • Aug 8, 2023 ... Title:Comprehensive Assessment of the Performance of Deep Learning Classifiers Reveals a Surprising Lack of Robustness · Submission history.

Alternatives:

  • unrobustness
  • absence of strength
  • weakness

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