Pith Number

pith:BVU7GAYF

pith:2016:BVU7GAYFZUQKNC4HHNJ7O4GNWV

not attested not anchored not stored refs pending

Deep neural networks can be improved using human-derived contextual expectations

Harish Katti, Marius V. Peelen, S. P. Arun

arxiv:1611.07218 v4 · 2016-11-22 · cs.CV · q-bio.NC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BVU7GAYFZUQKNC4HHNJ7O4GNWV}

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	2026-05-18T00:19:53.849325Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d69f30305cd20a68b873b53f770cdb5775c83e7aa3bc5ac6ce42223537a301a

Aliases

arxiv: 1611.07218 · arxiv_version: 1611.07218v4 · doi: 10.48550/arxiv.1611.07218 · pith_short_12: BVU7GAYFZUQK · pith_short_16: BVU7GAYFZUQKNC4H · pith_short_8: BVU7GAYF

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/BVU7GAYFZUQKNC4HHNJ7O4GNWV \
  | 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: 0d69f30305cd20a68b873b53f770cdb5775c83e7aa3bc5ac6ce42223537a301a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "270a698409b7d41b4838b614082222508fa3ee62112719b71cbf8152f1148088",
    "cross_cats_sorted": [
      "q-bio.NC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2016-11-22T09:45:01Z",
    "title_canon_sha256": "c445cb2c412fba56cb4288a133a37f283e36ed6ae294a8fcf2fec0bbfe1744e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.07218",
    "kind": "arxiv",
    "version": 4
  }
}