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Self-guided Knowledgeable Network of Thoughts: Amplifying Reasoning with Large Language Models
Chao-Chi Chen, Chin-Yuan Yeh, Hsi-Wen Chen +2
We introduce Knowledgeable Network of Thoughts (kNoT): a prompt scheme that advances the capabilities of large language models (LLMs) beyond existing paradigms like Chain-of-Though…
Evaluating Adversarial Robustness in the Spatial Frequency Domain
Keng-Hsin Liao, Chin-Yuan Yeh, Hsi-Wen Chen +1
Convolutional Neural Networks (CNNs) have dominated the majority of computer vision tasks. However, CNNs' vulnerability to adversarial attacks has raised concerns about deploying t…
In Anticipation of Perfect Deepfake: Identity-anchored Artifact-agnostic Detection under Rebalanced Deepfake Detection Protocol
Wei-Han Wang, Chin-Yuan Yeh, Hsi-Wen Chen +2
As deep generative models advance, we anticipate deepfakes achieving "perfection"-generating no discernible artifacts or noise. However, current deepfake detectors, intentionally o…