Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs explores A framework for granularly controlling multimodal LLM activations to enhance safety without compromising general capabilities, using a curated concept dictionary and Sparse Autoencoders.. Commercial viability score: 7/10 in Multimodal LLM Safety.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Freshness
Canonical route: /paper/dictionary-aligned-concept-control-for-safeguarding-multimodal-llms
Proof data is outside the preferred freshness window.
Proof Quality
One canonical proof ledger now drives the badge, counts, indexing, and commercialization gating.
Commercialization rails stay hidden until proof clears: proof_status, references_count.
Search indexing stays off until proof clears: proof_status, references_count.
Agent Handoff
Canonical ID dictionary-aligned-concept-control-for-safeguarding-multimodal-llms | Route /paper/dictionary-aligned-concept-control-for-safeguarding-multimodal-llms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/dictionary-aligned-concept-control-for-safeguarding-multimodal-llmsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.08846"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs",
"normalized_query": "2604.08846",
"route": "/paper/dictionary-aligned-concept-control-for-safeguarding-multimodal-llms",
"paper_ref": "dictionary-aligned-concept-control-for-safeguarding-multimodal-llms",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 7.0
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