This equation captures one of the core mathematical components of the system. conditioning step s = 0 B; for other dMLLMs, the
Page and bbox are available; crop image is pending.
Diffusion-CAM: Faithful Visual Explanations for dMLLMs explores Diffusion-CAM is the first interpretability method for diffusion multimodal large language models, providing faithful visual explanations for their parallel generation process.. Commercial viability score: 7/10 in Multimodal AI Interpretability.
Use This Via API or MCP
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.
Page Freshness
Canonical route: /paper/diffusion-cam-faithful-visual-explanations-for-dmllms
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 diffusion-cam-faithful-visual-explanations-for-dmllms | Route /paper/diffusion-cam-faithful-visual-explanations-for-dmllms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/diffusion-cam-faithful-visual-explanations-for-dmllmsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.11005"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Diffusion-CAM: Faithful Visual Explanations for dMLLMs",
"normalized_query": "2604.11005",
"route": "/paper/diffusion-cam-faithful-visual-explanations-for-dmllms",
"paper_ref": "diffusion-cam-faithful-visual-explanations-for-dmllms",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/diffusion-cam-faithful-visual-explanations-for-dmllms
Subject: Diffusion-CAM: Faithful Visual Explanations for dMLLMs
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 7.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. conditioning step s = 0 B; for other dMLLMs, the
Page and bbox are available; crop image is pending.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/diffusion-cam-faithful-visual-explanations-for-dmllms
Paper ref
diffusion-cam-faithful-visual-explanations-for-dmllms
arXiv id
2604.11005
Generated at
2026-04-14T16:50:21.559Z
Evidence freshness
stale
Last verification
2026-04-14T16:50:21.559Z
Sources
3
References
0
Coverage
50%
Lineage hash
4b462dc1eb46c20cc5a9f50acd76a962a6b3729af527986d17f3861270c6fe53
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. Iimg = {i ∈N : Nbase ≤i < Nbase + H × W}
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. F ∈RL×D, we extract image features as
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.