SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning

SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-22
Score updated: 2026-04-22
Score fresh until: 2026-05-22
References: 0
Source count: 4
Coverage: 83%

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 samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning | Route /signal-canvas/samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning",
    "query_text": "Summarize SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning",
  "normalized_query": "2604.19048",
  "route": "/signal-canvas/samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning",
  "paper_ref": "samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning

PDF: https://arxiv.org/pdf/2604.19048v1

Repository: https://github.com/boyan-code/SAMoRA

Source count: 4

Coverage: 83%

Last proof check: 2026-04-22T20:32:45.009Z

Signal Canvas receipt window

Ready for execution: SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning

/buildability/samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning

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Subject: SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning

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