Which AI stories has SIREN scored in this window? · What has SIREN scored under Capability? · What has SIREN scored as Papers? ·
Privacy-Preserving ECG-HRV Emotion Classification for Mood Swing Detection using Federated Learning on Constrained Edge Devices
25.6/100 SIREN scoreRead the full story →
This paper presents a privacy-preserving mood monitoring framework that classifies emotional states from ECG-derived heart rate variability (HRV) features. The framework is evaluated on three public…
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).
Topics: What has SIREN scored about Federated learning?, What has SIREN scored about AI privacy?, What has SIREN scored about Federated learning?. A topic link means the title or summary matched a published needle with enough other stories to clear the tag gate.
What is the score on this story?
| Component | Points |
|---|---|
| source weight | 16.3 |
| recency | 9.3 |
| corroboration | 0.0 |
| entities | 0.0 |
| engagement | 0.0 |
| severity | 0.0 |
| coverage | 0.0 |
| Total | 25.6 |
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 v0.40.14 46.7
- anthropics/claude-code v2.1.317 40.6
- Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement 48.9
- From Fragmentation to Fusion: A Survey and Roadmap for Omnimodal Embeddings 47.5
- Diagnosing the Reference Gap: What Visual Scaffolds Can and Cannot Fix in Multimodal Reasoning 46.6
What questions do people actually ask?
What is the score on this story?
Scored 25.6 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.