Zobrazeno 1 - 10
of 156 869
pro vyhledávání: '"Example based"'
Recently, several methods have leveraged deep generative modeling to produce example-based explanations of decision algorithms for high-dimensional input data. Despite promising results, a disconnect exists between these methods and the classical exp
Externí odkaz:
http://arxiv.org/abs/2410.20890
A growing research explores the usage of AI explanations on user's decision phases for human-AI collaborative decision-making. However, previous studies found the issues of overreliance on `wrong' AI outputs. In this paper, we propose interactive exa
Externí odkaz:
http://arxiv.org/abs/2409.15814
Current Large Language Models (LLMs) have shown strong reasoning capabilities in commonsense question answering benchmarks, but the process underlying their success remains largely opaque. As a consequence, recent approaches have equipped LLMs with m
Externí odkaz:
http://arxiv.org/abs/2410.05077
The Isaacson picture provides a general method for describing the effects of gravitational waves, established on two sets of basic equations. The first set of equations describes the propagation of gravitational waves within a given background, while
Externí odkaz:
http://arxiv.org/abs/2409.11838
Using parts of existing models to rebuild new models, commonly termed as example-based modeling, is a classical methodology in the realm of computer graphics. Previous works mostly focus on shape composition, making them very hard to use for realisti
Externí odkaz:
http://arxiv.org/abs/2408.15708
This study explores the impact of class outliers on the effectiveness of example-based explainability methods for black-box machine learning models. We reformulate existing explainability evaluation metrics, such as correctness and relevance, specifi
Externí odkaz:
http://arxiv.org/abs/2407.20678
For many use-cases, it is often important to explain the prediction of a black-box model by identifying the most influential training data samples. Existing approaches lack customization for user intent and often provide a homogeneous set of explanat
Externí odkaz:
http://arxiv.org/abs/2407.16010
Continuous Integration (CI) is a widely adopted practice for faster code change integration and testing. Developers often migrate between CI systems in pursuit of features like matrix building or better logging. However, this migration is effort inte
Externí odkaz:
http://arxiv.org/abs/2407.02644
Parametricity states that polymorphic functions behave the same regardless of how they are instantiated. When developing polymorphic programs, Wadler's free theorems can serve as free specifications, which can turn otherwise partial specifications in
Externí odkaz:
http://arxiv.org/abs/2406.18304