structured state space models
PulseAugur coverage of structured state space models — every cluster mentioning structured state space models across labs, papers, and developer communities, ranked by signal.
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State-Space Models: From S4 to Mamba Reviewed
This paper provides a comprehensive review of Structured State Space Models (SSMs), tracing their evolution from the initial S4 architecture to more advanced models like Mamba and Mamba-2. It analyzes key design dimensi…
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New geometric framework simplifies Structured State Space Models
Researchers have introduced a novel geometric framework for constructing discrete-time Structured State Space Models (SSMs), which are foundational to architectures like Mamba. This new approach utilizes a lag operator …
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New S4oP method prunes state space models for efficiency
Researchers have developed a new method called S4oP to prune structured state space models (SSMs), including S4 and S4D architectures, making them more efficient for resource-constrained devices. This operator-level pru…
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ECG foundation models benefit from contrastive learning and state space architectures
Researchers have conducted a systematic study on pretraining strategies and scaling for electrocardiography (ECG) foundation models. They evaluated five different self-supervised learning objectives, finding that contra…