BID-LoRA: A Parameter-Efficient Framework for Continual Learning and Unlearning

BID-LoRA: A Parameter-Efficient Framework for Continual Learning and Unlearning | Signal Canvas | ScienceToStartup

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Signal Canvas proof surface

Canonical route: /signal-canvas/bid-lora-a-parameter-efficient-framework-for-continual-learning-and-unlearning

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-15
Score updated: 2026-04-15
Score fresh until: 2026-05-15
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 bid-lora-a-parameter-efficient-framework-for-continual-learning-and-unlearning | Route /signal-canvas/bid-lora-a-parameter-efficient-framework-for-continual-learning-and-unlearning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/bid-lora-a-parameter-efficient-framework-for-continual-learning-and-unlearning

MCP example

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source_context

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Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: BID-LoRA: A Parameter-Efficient Framework for Continual Learning and Unlearning

PDF: https://arxiv.org/pdf/2604.12686v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-15T16:59:02.583Z

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Watch and verify: BID-LoRA: A Parameter-Efficient Framework for Continual Learning and Unlearning

/buildability/bid-lora-a-parameter-efficient-framework-for-continual-learning-and-unlearning

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Subject: BID-LoRA: A Parameter-Efficient Framework for Continual Learning and Unlearning

Verdict

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

BID-LoRA: A Parameter-Efficient Framework for Continual Learning and Unlearning

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