Bias
Oren Etzioni — Tools For Equality: How AI can help improve accessibility
In 2020, I hope the AI community will grapple with issues of fairness in ways that tangibly and directly benefit disadvantaged populations.
Bias
Oren Etzioni — Tools For Equality: How AI can help improve accessibility
In 2020, I hope the AI community will grapple with issues of fairness in ways that tangibly and directly benefit disadvantaged populations.
Bias
Google's AI Explains Itself: How Google's xAI tools help evaluate model performance
Google's AI platform offers a view into the mind of its machines. Explainable AI (xAI) tools show which features exerted the most influence on a model’s decision, so users can evaluate model performance and potentially mitigate biased results.
Bias
Bias Fighter: A neural network for countering bias variables in data
Sophisticated models trained on biased data can learn discriminatory patterns, which leads to skewed decisions. A new solution aims to prevent neural networks from making decisions based on common biases.
Bias
Google's AI Explains Itself: How Google's xAI tools help evaluate model performance
Google's AI platform offers a view into the mind of its machines. Explainable AI (xAI) tools show which features exerted the most influence on a model’s decision, so users can evaluate model performance and potentially mitigate biased results.
Bias
Bias Fighter: A neural network for countering bias variables in data
Sophisticated models trained on biased data can learn discriminatory patterns, which leads to skewed decisions. A new solution aims to prevent neural networks from making decisions based on common biases.
Bias
Bias Goes Undercover: Adversarial attacks can fool explainable AI techniques.
As black-box algorithms like neural networks find their way into high-stakes fields such as transportation, healthcare, and finance, researchers have developed techniques to help explain models’ decisions. New findings show that some of these methods can be fooled.
Bias
Bias Goes Undercover: Adversarial attacks can fool explainable AI techniques.
As black-box algorithms like neural networks find their way into high-stakes fields such as transportation, healthcare, and finance, researchers have developed techniques to help explain models’ decisions. New findings show that some of these methods can be fooled.
Bias
Researchers Blocked at the Border: Some African AI researchers blocked from attending NeurIPS
Foreign researchers hoping to attend one of AI’s largest conferences were denied entry into Canada, where the event will be held. Most of those blocked were from developing nations.
Bias
Researchers Blocked at the Border: Some African AI researchers blocked from attending NeurIPS
Foreign researchers hoping to attend one of AI’s largest conferences were denied entry into Canada, where the event will be held. Most of those blocked were from developing nations.
Bias
Biased Data Trains Oppressive AI
Will biases in training data unwittingly turn AI into a tool for persecution? Bias encoded in software used by nominally objective institutions like, say, the justice or education systems will become impossible to root out.
Bias
Biased Data Trains Oppressive AI
Will biases in training data unwittingly turn AI into a tool for persecution? Bias encoded in software used by nominally objective institutions like, say, the justice or education systems will become impossible to root out.
Bias
AI Knows Who Labeled the Data
The latest language models are great at answering questions about a given text passage. However, these models are also powerful enough to recognize an individual writer’s style, which can clue them in to the right answers. New research measures such annotator bias in several data sets.
Bias
AI Knows Who Labeled the Data
The latest language models are great at answering questions about a given text passage. However, these models are also powerful enough to recognize an individual writer’s style, which can clue them in to the right answers. New research measures such annotator bias in several data sets.
Bias
Smart Students, Dumb Algorithms: NLP Systems Struggle at Grading Essays
A growing number of companies that sell standardized tests are using natural language processing to assess writing skills. Critics contend that these language models don’t make the grade.
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