Pith Number

pith:SNJWB5M6

pith:2025:SNJWB5M6ZBJLHER7PLA5VGIZ6Y

not attested not anchored not stored refs pending

MuaLLM: A Multimodal Large Language Model Agent for Circuit Design Assistance with Hybrid Contextual Retrieval-Augmented Generation

Ali Ghazizadeh, Colin Liechty, Morteza Fayazi, Pravallika Abbineni, Saoud Aldowaish, Soroosh Noorzad

arxiv:2508.08137 v1 · 2025-08-11 · cs.LG · cs.AI · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SNJWB5M6ZBJLHER7PLA5VGIZ6Y}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

OmniSch: A Multimodal PCB Schematic Benchmark For Structured Diagram Visual Reasoning

Receipt and verification

First computed	2026-07-05T11:52:08.862657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

935360f59ec852b3923f7ac1da9919f61081dcef6165cedaa69269d6a5e3115f

Aliases

arxiv: 2508.08137 · arxiv_version: 2508.08137v1 · doi: 10.48550/arxiv.2508.08137 · pith_short_12: SNJWB5M6ZBJL · pith_short_16: SNJWB5M6ZBJLHER7 · pith_short_8: SNJWB5M6

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/SNJWB5M6ZBJLHER7PLA5VGIZ6Y \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 935360f59ec852b3923f7ac1da9919f61081dcef6165cedaa69269d6a5e3115f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "654f5c70678f94702bf8219bb83d44c4745e6d8a0b7468ec0be4ff187e364b61",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-11T16:11:09Z",
    "title_canon_sha256": "b878e58117072c06c44cfd05f0a7028706956e50ac7ea6bb7fa0ce6c7cba3a8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.08137",
    "kind": "arxiv",
    "version": 1
  }
}