Pith Number

pith:AEZHBX6F

pith:2025:AEZHBX6F3FRBAEN4VUAXNINETZ

not attested not anchored not stored refs pending

Beyond Model Base Retrieval: Weaving Knowledge to Master Fine-grained Neural Network Design

Hanmo Liu, Jiachuan Wang, Jialiang Wang, Lei Chen, Shimin Di, Xiaofang Zhou, Zhili Wang

arxiv:2507.15336 v3 · 2025-07-21 · cs.LG · cs.AI · cs.DB

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AEZHBX6F3FRBAEN4VUAXNINETZ}

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.

Receipt and verification

First computed	2026-06-02T01:04:14.864389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

013270dfc5d9621011bcad0176a1a49e446d5a66684f326a7e1a1ecd86958247

Aliases

arxiv: 2507.15336 · arxiv_version: 2507.15336v3 · doi: 10.48550/arxiv.2507.15336 · pith_short_12: AEZHBX6F3FRB · pith_short_16: AEZHBX6F3FRBAEN4 · pith_short_8: AEZHBX6F

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/AEZHBX6F3FRBAEN4VUAXNINETZ \
  | 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: 013270dfc5d9621011bcad0176a1a49e446d5a66684f326a7e1a1ecd86958247

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c5ad531676e62186d64ff97ee127d530335c2a56c7fbbc5367f399a859ca61e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DB"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-21T07:49:19Z",
    "title_canon_sha256": "4708326b25f5ccd9f9d1c64b2935db32078b6c1b6cc317310574f21131e2e596"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15336",
    "kind": "arxiv",
    "version": 3
  }
}