Pith Number

pith:CCOR5OMK

pith:2025:CCOR5OMKSMFUGVOPMZ6EKOSNKR

not attested not anchored not stored refs pending

Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks

Marzieh Najariyan, Mehran Mazandarani

arxiv:2505.03806 v2 · 2025-05-02 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CCOR5OMKSMFUGVOPMZ6EKOSNKR}

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	2026-07-05T11:08:41.097680Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

109d1eb98a930b4355cf667c453a4d54732fda73c3a03c101a39873e24dfebd2

Aliases

arxiv: 2505.03806 · arxiv_version: 2505.03806v2 · doi: 10.48550/arxiv.2505.03806 · pith_short_12: CCOR5OMKSMFU · pith_short_16: CCOR5OMKSMFUGVOP · pith_short_8: CCOR5OMK

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/CCOR5OMKSMFUGVOPMZ6EKOSNKR \
  | 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: 109d1eb98a930b4355cf667c453a4d54732fda73c3a03c101a39873e24dfebd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5f38132eb4fa185b9cae6072619e5283f7a0682511151a8350d94e58131bcbc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-02T09:08:07Z",
    "title_canon_sha256": "46d40be5d5653770afee4a65f755990130627dbc42a4140c9e7e1b109db55c3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03806",
    "kind": "arxiv",
    "version": 2
  }
}