Clinical notes used to flag mental-health risk in chronic illness
A weakly supervised MIMIC-III cohort of about 4,000 patients tracks risk from day-wise narratives.
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Stories tagged #state-space-models
TIDES: Implicit Time-Awareness in Selective State Space Models
TIDES keeps physical time gaps in selective state-space models and tops irregular time-series benchmarks.
Action-On-Item Preference Flow: A Shared Event Schema for Predictive and Generative Personalization
PerTIDE transfers user-history updates from news to movies, beating a random core by 15.23 MRR.
Low-Discrepancy Dither for Quantized Recurrent State Caches
Golden-ratio Weyl dither keeps quantized Mamba recurrent states closer to full precision than stochastic rounding.
Fractional State Space Transition for Long Sequence Modeling
FRAC, a selective state-space model using fractional dynamics, improves long-context memory over exponential-forgetting SSM baselines.
Kalman Delta Networks: Uncertainty-aware Associative Memory
Kalman Delta Networks add uncertainty tracking to linear-attention associative memory, improving perplexity and downstream accuracy at 750M and 1.3B scales.
Kalman Delta Networks: Uncertainty-aware Associative Memory
Researchers propose Kalman Delta Networks, adding Kalman-filter uncertainty tracking to delta-rule linear attention, improving perplexity and accuracy at 750M and 1.3B parameters.