Pith Number

pith:WW4MPEUJ

pith:2025:WW4MPEUJUEBO4MG5YK3CGXEDBM

not attested not anchored not stored refs pending

Balancing Computation Load and Representation Expressivity in Parallel Hybrid Neural Networks

Mohammad Mahdi Moradi, Shuangyue Wen, Sudhir Mudur, Walid Ahmed, Weiwei Zhang, Yang Liu

arxiv:2505.19472 v2 · 2025-05-26 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WW4MPEUJUEBO4MG5YK3CGXEDBM}

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	2026-07-05T11:10:58.182143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5b8c79289a102ee30ddc2b6235c830b1ae22f9a871d8757e930d9ecb4b2dc19

Aliases

arxiv: 2505.19472 · arxiv_version: 2505.19472v2 · doi: 10.48550/arxiv.2505.19472 · pith_short_12: WW4MPEUJUEBO · pith_short_16: WW4MPEUJUEBO4MG5 · pith_short_8: WW4MPEUJ

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/WW4MPEUJUEBO4MG5YK3CGXEDBM \
  | 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: b5b8c79289a102ee30ddc2b6235c830b1ae22f9a871d8757e930d9ecb4b2dc19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24cdc3443942bdc82b6c936127b146e5408461e1997115f56fb3817c4e5290f6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-26T03:52:22Z",
    "title_canon_sha256": "cb3a0a71ddd3ee3faea4f5871b6a09687975290b70e2257a231ffb30bee65c55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19472",
    "kind": "arxiv",
    "version": 2
  }
}