Edge 435: Learn About Hungry Hungry Hippos and SSMs
Was this email forwarded to you? Sign up here Edge 435: Learn About Hungry Hungry Hippos and SSMsOne of the most important layers of state space models.
In this issue:
💡 ML Concept of the Day: Hungry Hungry Hippos (H3), an Important Layer for SSMsState space models (SSMs) have long been a fundamental concept in signal processing. Recent work has demonstrated their effectiveness as sequence models, particularly in capturing long-range dependencies. They have set new performance standards across various benchmarks, such as the Long-Range Arena (LRA), and have shown impressive results in tasks like speech generation. Despite these successes, SSMs have historically fallen short compared to attention mechanisms in language modeling tasks. The obvious question then is: how can this performance gap be closed? A novel layer called H3, short for “Hungry Hungry Hippos,” was developed by researchers at Stanford University specifically to tackle associative recall challenges. By integrating H3, nearly all the attention layers in GPT-style transformers can be replaced, achieving either superior or comparable quality... 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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Edge 433: Samba, Unlimited Context Windows and State Space Models
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