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THE DAILY INDEX

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HEADLINES & LAUNCHES

TLDR AI

UNITOK: A UNIFIED TOKENIZER FOR VISUAL GENERATION AND UNDERSTANDING

This paper addresses the representational gap between visual generation and understanding by proposing UniTok, a discrete visual tokenizer that simultaneously encodes detailed information for generation and semantic content for understanding to overcome capacity bottlenecks inherent to discrete tokens. It introduces multi-codebook quantization, which significantly enhances token expressiveness and enables UniTok to achieve performance superior to or competitive with domain-specific continuous tokenizers.

AI TO DIAGNOSE INVISIBLE BRAIN ABNORMALITIES IN CHILDREN WITH EPILEPSY

MELD Graph, an AI tool developed by researchers at King's College London and UCL, detects 64% of epilepsy-linked brain abnormalities that radiologists often miss. This tool, which significantly improves focal cortical dysplasia detection, could expedite diagnosis, reduce NHS costs, and enhance surgical planning. The tool is open-source and workshops are underway to train clinicians in its use all around the world.

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