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Text-to-image (T2I) generation is a rapidly evolving field within computer vision and artificial intelligence. It involves creating visual images from textual descriptions blending natural language processing and graphic visualization domains. This interdisciplinary approach has significant implications for various applications, including digital art, design, and virtual reality. Various methods have been proposed for controllable text-to-image generation,…
In machine learning, predicting outcomes accurately is crucial, but it’s equally important to understand the uncertainty associated with those predictions. Uncertainty helps us gauge our confidence in a model’s output. However, not all machine learning models provide this uncertainty information. This can lead to situations where decisions are made based on overly optimistic predictions, potentially…
In the realm of artificial intelligence, Large Multimodal Models (LMMs) have exhibited remarkable problem-solving capabilities across diverse tasks, such as zero-shot image/video classification, zero-shot image/video-text retrieval, and multimodal question answering (QA). However, recent studies highlight a substantial gap between powerful LMMs and expert-level artificial intelligence, particularly in tasks involving complex perception and reasoning with domain-specific…
The demand for intelligent and efficient digital assistants proliferates in the modern digital age. These assistants are vital for numerous tasks, including communication, learning, research, and entertainment. However, one of the primary challenges users face worldwide is finding digital assistants that can understand and interact effectively in multiple languages. Bilingual or multilingual capabilities are more…
Molecular property prediction stands at the forefront of drug discovery and design, which has grown increasingly dependent on advancements in artificial intelligence and machine learning. Traditional methods, while foundational, often need to catch up in their scope, unable to encapsulate the vast and intricate details of molecular characteristics. This gap in capability highlights the need…
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