Edge 431: Meet the Multimodal State Space Models
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💡 ML Concept of the Day: Cobra Extends SSMs to Multiple ModalitiesThe efficiencies of state space models(SSMs) were initially positioned as an alternative to transformer-based LLMs. A constant question in that space is whether SSMs could scale to other modalities. This is the goal of a very novel SSM model known as Cobra( you know, we need to keep the snake names coming 😊 ) In recent years, multimodal large language models (MLLMs) have seen significant advancements in various fields. These models often rely on the well-known Transformer network, which, despite its popularity, suffers from inefficient quadratic computation complexity. To address this inefficiency, Cobra has been introduced as a solution with linear computational complexity. Cobra achieves this by incorporating the efficient Mamba language model into the visual modality... Subscribe to TheSequence to unlock the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
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Can SSMs operated on raw data instead of tokens? ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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