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The Information Geometry of Representation Formation
24.2/100 SIREN scoreRead the full story →
Most analyses of neural representations focus on trained endpoints, leaving the process by which internal structure forms comparatively unmeasured. We instead treat representation formation itself as…
Source: What has SIREN scored via arXiv cs.AI / cs.LG / cs.CL (newest)? · original · first seen by this index at
Publisher: What has SIREN scored from arxiv.org?. A publisher link means the original URL host cleared the outlet gate (≥5 scored stories in this window).
What is the score on this story?
| Component | Points |
|---|---|
| source weight | 16.3 |
| recency | 7.9 |
| corroboration | 0.0 |
| entities | 0.0 |
| engagement | 0.0 |
| severity | 0.0 |
| coverage | 0.0 |
| Total | 24.2 |
Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window; it is not a judgement about importance in the world.
How many sources carried this story?Corroboration
Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.
Which related stories are in this window?
- ollama/ollama v0.40.12 43.6
- Trajectory2Gym: Decision-Grounded Compositional Interaction Synthesis for Tool-Use Agents 51.5
- WorldCast: World-Consistent Character Video Generation with Large-Angle Camera Control 50.9
- StreamVibe: Proactive Video Agents for Evolving User Intent 49.5
- Qwen-Image-PE: Learning Visual Design for Text-to-Image Prompt Enhancement 48.7
What questions do people actually ask?
What is the score on this story?
Scored 24.2 of 100. Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window — not a judgement about importance in the world and not an item doom score.
How many sources carried this story?
Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.
Which related stories are in this window?
5 related stories in the same window, each with its own permanent scored page.
Does SIREN publish an item doom score?
No. Activity tempo, not probability of harm. A permanent story page carries a tempo score decomposition and corroboration set, not a probability of harm.