Deep Learning
New computational algorithms make it possible to build neural networks with many input nodes and many layers, and distinguish "deep learning" of these networks from previous work on artificial neural nets.
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An Efficient Recipe for Long Context Extension via Middle-Focused Positional Encoding
Neural Information Processing Systems
Transformer-based Large Language Models (LLMs) are typically pre-trained with a fixed context window size, e.g ., 4K tokens in Touvron et al. [2023a].
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Self-Calibrated Tuning of Vision-Language Models for Out-of-Distribution Detection Geng Y u
Neural Information Processing Systems
The code is publicly available at: https://github.com/tmlr-group/SCT .
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Detection and Summarization
Neural Information Processing Systems
Video highlight detection is a task to automatically select the most engaging moments from a long video.
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