Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts

Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/beyond-routing-characterising-expert-tuning-and-representation-in-vision-mixture-of-experts

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-05-21
Score updated: 2026-05-21
Score fresh until: 2026-06-20
References: 0
Source count: 3
Coverage: 50%

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 beyond-routing-characterising-expert-tuning-and-representation-in-vision-mixture-of-experts | Route /signal-canvas/beyond-routing-characterising-expert-tuning-and-representation-in-vision-mixture-of-experts

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/beyond-routing-characterising-expert-tuning-and-representation-in-vision-mixture-of-experts

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "beyond-routing-characterising-expert-tuning-and-representation-in-vision-mixture-of-experts",
    "query_text": "Summarize Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts",
  "normalized_query": "2605.20610",
  "route": "/signal-canvas/beyond-routing-characterising-expert-tuning-and-representation-in-vision-mixture-of-experts",
  "paper_ref": "beyond-routing-characterising-expert-tuning-and-representation-in-vision-mixture-of-experts",
  "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: Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts

PDF: https://arxiv.org/pdf/2605.20610v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-21T20:33:41.084Z

Signal Canvas receipt window

Not build-ready: Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts

/buildability/beyond-routing-characterising-expert-tuning-and-representation-in-vision-mixture-of-experts

Ignoreblocked

Subject: Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts

Verdict

Ignore

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

Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface