Lightweight Fairness for LLM-Based Recommendations via Kernelized Projection and Gated Adapters

Lightweight Fairness for LLM-Based Recommendations via Kernelized Projection and Gated Adapters | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/lightweight-fairness-for-llm-based-recommendations-via-kernelized-projection-and-gated-adapters

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

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 lightweight-fairness-for-llm-based-recommendations-via-kernelized-projection-and-gated-adapters | Route /signal-canvas/lightweight-fairness-for-llm-based-recommendations-via-kernelized-projection-and-gated-adapters

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/lightweight-fairness-for-llm-based-recommendations-via-kernelized-projection-and-gated-adapters

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "lightweight-fairness-for-llm-based-recommendations-via-kernelized-projection-and-gated-adapters",
    "query_text": "Summarize Lightweight Fairness for LLM-Based Recommendations via Kernelized Projection and Gated Adapters"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Lightweight Fairness for LLM-Based Recommendations via Kernelized Projection and Gated Adapters",
  "normalized_query": "2603.23780",
  "route": "/signal-canvas/lightweight-fairness-for-llm-based-recommendations-via-kernelized-projection-and-gated-adapters",
  "paper_ref": "lightweight-fairness-for-llm-based-recommendations-via-kernelized-projection-and-gated-adapters",
  "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: Lightweight Fairness for LLM-Based Recommendations via Kernelized Projection and Gated Adapters

PDF: https://arxiv.org/pdf/2603.23780v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Watch and verify: Lightweight Fairness for LLM-Based Recommendations via Kernelized Projection and Gated Adapters

/buildability/lightweight-fairness-for-llm-based-recommendations-via-kernelized-projection-and-gated-adapters

Watchwatch

Subject: Lightweight Fairness for LLM-Based Recommendations via Kernelized Projection and Gated Adapters

Verdict

Watch

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

Lightweight Fairness for LLM-Based Recommendations via Kernelized Projection and Gated Adapters

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Use this Signal Canvas via API or MCP

Signal Canvas proof surface