On Gossip Algorithms for Machine Learning with Pairwise Objectives

On Gossip Algorithms for Machine Learning with Pairwise Objectives | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/on-gossip-algorithms-for-machine-learning-with-pairwise-objectives

stale

Proof freshness: stale
Proof status: unverified
Display score: 2/10
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 on-gossip-algorithms-for-machine-learning-with-pairwise-objectives | Route /signal-canvas/on-gossip-algorithms-for-machine-learning-with-pairwise-objectives

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/on-gossip-algorithms-for-machine-learning-with-pairwise-objectives

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "on-gossip-algorithms-for-machine-learning-with-pairwise-objectives",
    "query_text": "Summarize On Gossip Algorithms for Machine Learning with Pairwise Objectives"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "On Gossip Algorithms for Machine Learning with Pairwise Objectives",
  "normalized_query": "2603.24128",
  "route": "/signal-canvas/on-gossip-algorithms-for-machine-learning-with-pairwise-objectives",
  "paper_ref": "on-gossip-algorithms-for-machine-learning-with-pairwise-objectives",
  "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: On Gossip Algorithms for Machine Learning with Pairwise Objectives

PDF: https://arxiv.org/pdf/2603.24128v1

Source count: Pending verification

Coverage: 17%

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

Signal Canvas receipt window

Not build-ready: On Gossip Algorithms for Machine Learning with Pairwise Objectives

/buildability/on-gossip-algorithms-for-machine-learning-with-pairwise-objectives

Ignoreblocked

Subject: On Gossip Algorithms for Machine Learning with Pairwise Objectives

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

On Gossip Algorithms for Machine Learning with Pairwise Objectives

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface