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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 AI attribution?

Attribution and explanation research stories scored in the newsroom or archive — coverage counts, not a capability ranking. 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.

0Scored stories in window
16Older in archive

Which scored stories are tagged AI attribution in this window?

No scored story matched this tag in the current window.

Which AI stories has SIREN scored in this window?

Which older scored stories are tagged AI attribution?

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

  1. Error-Propagation Modeling for Failure Attribution in LLM-Based Multi-Agent Systems ARXIV-NEWEST · · capability 27.3
  2. Which Rollout Taught It That? BehaviorTrace and the Limits of Training-Data Attribution in Online RL ARXIV-NEWEST · · capability 26.9
  3. Layerwise Error Attribution for Fast and Robust Mixed-Precision Post-Training Quantization ARXIV-NEWEST · · capability 26.6
  4. For Those Who Believe in Faithfulness: Optimizing the Area Under Insertion and Deletion Curves for Ranking Relative Feature Importance ARXIV-NEWEST · · capability 29.8
  5. ConEx: Human-Interpretable Saliency Maps via Concept-Aware Attribution HF-DAILY-PAPERS · · capability 32.7
  6. Source Identification Is Not Fitness Testing: Measuring the Limits of Synthetic-Data Attribution HF-DAILY-PAPERS · · capability 33.0
  7. TICDA: Tabular In-Context Data Attribution ARXIV-NEWEST · · capability 29.3
  8. A Response Theory Probe for Learned Stochastic AI Simulators, Tested on Lorenz-63 ARXIV-NEWEST · · capability 27.2
  9. Building advertising for the way people use AI OPENAI · · capability 36.9
  10. Author Representation Strategies for Zero-Shot Authorship Attribution: A Comparative Study of LLM-Based and Embedding-Based Approaches ARXIV-NEWEST · · capability 21.4
  11. LiBRA: Detection-Aware Image Watermark Removal via Bidirectional Latent Optimization ARXIV-NEWEST · · capability 22.3
  12. A Comparative Explainability Framework for DeBERTa-v3 in Zero-Shot Medical Abstract Classification ARXIV-NEWEST · · capability 27.3

Which older AI stories has SIREN kept in the archive?

What questions do people actually ask?

What has SIREN scored about AI attribution?

16 scored stories match this published needle on SIREN (0 in the live window, 16 older in the archive). Attribution and explanation research stories scored in the newsroom or archive — coverage counts, not a capability ranking.

Which scored stories are tagged AI attribution in this window?

No scored story matched this tag in the current window.

Which older scored stories are tagged AI attribution?

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 AI attribution 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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