"OK Aura, Be Fair With Me": Demographics-Agnostic Training for Bias Mitigation in Wake-up Word Detection

"OK Aura, Be Fair With Me": Demographics-Agnostic Training for Bias Mitigation in Wake-up Word Detection | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/ok-aura-be-fair-with-me-demographics-agnostic-training-for-bias-mitigation-in-wake-up-word-detection

stale

Proof freshness: unknown
Proof status: unverified
Display score: 5/10
Last proof check: 2026-04-08
Score updated: 2026-04-08
Score fresh until: 2026-05-08
References: 0
Source count: 0
Coverage: 0%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID ok-aura-be-fair-with-me-demographics-agnostic-training-for-bias-mitigation-in-wake-up-word-detection | Route /signal-canvas/ok-aura-be-fair-with-me-demographics-agnostic-training-for-bias-mitigation-in-wake-up-word-detection

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/ok-aura-be-fair-with-me-demographics-agnostic-training-for-bias-mitigation-in-wake-up-word-detection

MCP example

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  "arguments": {
    "mode": "paper",
    "paper_ref": "ok-aura-be-fair-with-me-demographics-agnostic-training-for-bias-mitigation-in-wake-up-word-detection",
    "query_text": "Summarize \"OK Aura, Be Fair With Me\": Demographics-Agnostic Training for Bias Mitigation in Wake-up Word Detection"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "\"OK Aura, Be Fair With Me\": Demographics-Agnostic Training for Bias Mitigation in Wake-up Word Detection",
  "normalized_query": "2604.05830",
  "route": "/signal-canvas/ok-aura-be-fair-with-me-demographics-agnostic-training-for-bias-mitigation-in-wake-up-word-detection",
  "paper_ref": "ok-aura-be-fair-with-me-demographics-agnostic-training-for-bias-mitigation-in-wake-up-word-detection",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: "OK Aura, Be Fair With Me": Demographics-Agnostic Training for Bias Mitigation in Wake-up Word Detection

PDF: https://arxiv.org/pdf/2604.05830v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-04-08T03:22:09.832Z

Signal Canvas receipt window

Watch and verify: "OK Aura, Be Fair With Me": Demographics-Agnostic Training for Bias Mitigation in Wake-up Word Detection

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Subject: "OK Aura, Be Fair With Me": Demographics-Agnostic Training for Bias Mitigation in Wake-up Word Detection

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

"OK Aura, Be Fair With Me": Demographics-Agnostic Training for Bias Mitigation in Wake-up Word Detection

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