走向可靠和忠实的解释:选择性合理化的解增强方法
概括
Faith-DARE通过提取更多的忠实理性来提高模型的解释性. 这种方法通过生成反事实样本来缓解捷径学习,确保可靠的特征识别用于预测.
科学领域:
- 人工智能的人工智能
- 机器学习 机器学习
- 可解释的人工智能 (XAI)
背景情况:
- 选择性合理化旨在确定模型预测的关键输入特征.
- 现有的级联方法往往不充分利用非理性信息,并且可以学习快捷方式.
- 之前的工作引入了解增强逻辑提取 (DARE) 来解输入组件.
研究的目的:
- 建议Faith-DARE,这是DARE的扩展,用于更可靠的逻辑提取.
- 为了减轻逻辑生成中的捷径依赖性.
- 为了提高提取的理由的忠实性.
主要方法:
- 信念-DARE将非理性特征视为与预测无关的环境.
- 它通过混合和重组理性和非理性环境来产生反事实样本.
- 确定了跨移动分布的不可变理理性预测.
主要成果:
- 信念-DARE有效地减轻了捷径依赖,导致更忠实的理性.
- 用图形和文本数据集进行的实验证明了该方法的有效性.
- 这种方法提高了模型解释中特征重要性的可靠性.
结论:
- Faith-DARE提供了一个强大的DARE扩展,用于改进逻辑提取.
- 该方法有助于更值得信赖和可靠的AI模型解释.
- 这项工作通过解决合理化中的捷径学习来推进可解释AI领域.
更多相关视频
05:47Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
584
05:22Dissociation of the Confounding Influences of Expectancy and Integrative Difficulty Residing in Anomalous Sentences in Event-related Potential Studies
Published on: May 9, 2019
5.5K
相关概念视频
Reason and Intuition
6.9K
The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
6.9K
Rational Emotive Behavior Therapy
112
Cognitive-behavioral therapies (CBTs) are grounded in the belief that our thoughts profoundly influence our emotions and actions. Advocates of CBT emphasize three core assumptions: first, that cognitions are identifiable and measurable; second, that they are central to psychological functioning; and third, that irrational or maladaptive beliefs can be replaced with rational and adaptive ones. This transformative approach to therapy has paved the way for specific models such as Albert...
112
Fundamental Attribution Error
13.2K
According to some social psychologists, people tend to overemphasize internal factors as explanations—or attributions—for the behavior of other people. They tend to assume that the behavior of another person is a trait of that person, and to underestimate the power of the situation on the behavior of others. They tend to fail to recognize when the behavior of another is due to situational variables, and thus to the person’s state. This erroneous assumption is...
13.2K
Cognitive Dissonance
33.7K
Social psychologists have documented that feeling good about ourselves and maintaining positive self-esteem is a powerful motivator of human behavior (Tavris & Aronson, 2008). In the United States, members of the predominant culture typically think very highly of themselves and view themselves as good people who are above average on many desirable traits (Ehrlinger, Gilovich, & Ross, 2005). Often, our behavior, attitudes, and beliefs are affected when we experience a threat to our...
33.7K
Inductive Reasoning
62.8K
Inductive reasoning is a form of logical thinking that uses related observations to arrive at a general conclusion. It is uncertain and operates in degrees to which the conclusions are credible. As such, inductive arguments can be weak or strong, rather than valid or invalid, and conclusions can be used to formulate testable, falsifiable hypotheses.
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
62.8K
Reasoning
130
Reasoning is the action of thinking about something in a logical, sensible way. It is integral to problem-solving, decision-making, and critical thinking. Reasoning can be inductive or deductive. Reasoning involves transforming information into conclusions, which is essential for problem-solving, decision-making, and critical thinking.
Inductive reasoning involves deriving generalizations from specific observations. This type of reasoning helps form beliefs about the world. For example,...
Inductive reasoning involves deriving generalizations from specific observations. This type of reasoning helps form beliefs about the world. For example,...
130
