UTC05:21ZNowSIREN 456.6/100Delta+0.5upsince 03:34ZObservedSources15/15reportingStatusOPERATIONAL

Which AI stories has SIREN scored in this window? · Which AI news tags have SIREN pages? · Which AI tags has SIREN scored stories about?

What has SIREN scored about Linear attention?

Linear-attention research stories scored in the newsroom or archive — method coverage, not a capability forecast. A tag page lists scored stories whose title or summary matched a published needle — not a probability of harm and not a ranking of the companies named.

1Scored stories in window
11Older in archive

Which scored stories are tagged Linear attention in this window?

  1. ReaDy: Recurrent States as Dynamic Context for Speculative Drafting in Hybrid Linear Attention Large Language Models ARXIV-NEWEST · · capability 32.1

Which AI stories has SIREN scored in this window?

Which older scored stories are tagged Linear attention?

Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.

  1. V-CoLA: Vision Token Compression with Linear Attention HF-DAILY-PAPERS · · capability 35.2
  2. STEPQuant: When and Where Errors Matter in Delta-Rule Recurrent State Quantization HF-DAILY-PAPERS · · capability 47.2
  3. HLA: Expressive Hybrid Linear Attention via Chunk-Wise Dynamic Mixing HF-DAILY-PAPERS · · capability 36.1
  4. HLA-WM: Hybrid Linear Attention for Long-Horizon Video World Models HF-DAILY-PAPERS · · capability 37.1
  5. HLA: Expressive Hybrid Linear Attention via Chunk-Wise Dynamic Mixing ARXIV-NEWEST · · capability 27.2
  6. HLA-WM: Hybrid Linear Attention for Long-Horizon Video World Models ARXIV-NEWEST · · capability 27.8
  7. GTR: Gated Token Recurrence for Efficient Dense Prediction HF-DAILY-PAPERS · · capability 37.7
  8. Triadic Linear Attention: Three-Dimensional Recurrent States for Long-Context Sequence Modeling HF-DAILY-PAPERS · · capability 39.4
  9. STEPQuant: When and Where Errors Matter in Delta-Rule Recurrent State Quantization ARXIV-NEWEST · · capability 27.5
  10. LeapQuant: Efficient Linear Attention with Accurate Recurrent State Quantization ARXIV-NEWEST · · capability 30.5
  11. MS-GLA: Multi-Scale Gated Linear Attention for Addressing Representational Bottlenecks via Multi-Temporal Resolution ARXIV-NEWEST · · capability 29.0

Which older AI stories has SIREN kept in the archive?

What questions do people actually ask?

What has SIREN scored about Linear attention?

12 scored stories match this published needle on SIREN (1 in the live window, 11 older in the archive). Linear-attention research stories scored in the newsroom or archive — method coverage, not a capability forecast.

Which scored stories are tagged Linear attention in this window?

1 scored story matched this published needle in the current window. A tag page lists headlines — not a topic doom score.

Which older scored stories are tagged Linear attention?

Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.

Which other tags have scored stories?

Other published tags that clear the substance gate, each linking What has SIREN scored about that tag?

Does SIREN publish a Linear attention doom score?

No. Activity tempo, not probability of harm. A tag page lists matching headlines — not a probability of harm and not a ranking of the companies named.

Which other tags have scored stories?

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