Pith Number

pith:X32KTYMK

pith:2019:X32KTYMKXJB4QYUVA2NGGLK4AZ

not attested not anchored not stored refs pending

Evaluation of Dataflow through layers of Deep Neural Networks in Classification and Regression Problems

Ahmad Kalhor, Babak N. Araabi (University of Tehran, College Of Engineering, Computer Engineering, Iran), Melika Kheirieh, Mohsen Saffar, School of Electrical, Somayyeh Hoseinipoor, Tehran

arxiv:1906.05156 v1 · 2019-06-12 · cs.CV · cs.AI · cs.IT · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X32KTYMKXJB4QYUVA2NGGLK4AZ}

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	2026-05-17T23:43:25.660687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bef4a9e18aba43c86295069a632d5c0642e11426e9205867ca5ca981c72aacb3

Aliases

arxiv: 1906.05156 · arxiv_version: 1906.05156v1 · doi: 10.48550/arxiv.1906.05156 · pith_short_12: X32KTYMKXJB4 · pith_short_16: X32KTYMKXJB4QYUV · pith_short_8: X32KTYMK

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/X32KTYMKXJB4QYUVA2NGGLK4AZ \
  | 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: bef4a9e18aba43c86295069a632d5c0642e11426e9205867ca5ca981c72aacb3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec8c2ef393a547bb664f025052e891fb42abf179d6034d83cd896c7ba6579337",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-06-12T14:16:10Z",
    "title_canon_sha256": "b4db6daacf378d270ff8aa8c4bb082d296a2520f8b19bed01db8607b1623481b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.05156",
    "kind": "arxiv",
    "version": 1
  }
}