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Information about AI from the News, Publications, and Conferences
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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."
However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …
TabEBM: AT abular Data Augmentation Method with Distinct Class-Specific Energy-Based Models
Neural Information Processing Systems
Figure 1: Evaluation of T abEBM and other state-of-the-art tabular generative methods across six key metrics (larger area indicates better performance).
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Unbalanced Low-rank Optimal Transport Solvers
Neural Information Processing Systems
Two salient limitations have long hindered the relevance of optimal transport methods to machine learning.
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Accelerated On-Device Forward Neural Network Training with Module-Wise Descending Asynchronism
Neural Information Processing Systems
However, FGD's dependencies across layers hinder parallel computation and can lead to inefficient resource utilization.
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Introspective Planning: Aligning Robots ' Uncertainty with Inherent Task Ambiguity
Neural Information Processing Systems
The reliability of LLM outputs has direct implications downstream robotics tasks.
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