Pith Number

pith:K53GI27I

pith:2015:K53GI27IDFN4JDN7JNDC3PAHCH

not attested not anchored not stored refs pending

Why M Heads are Better than One: Training a Diverse Ensemble of Deep Networks

David Crandall, Dhruv Batra, Michael Cogswell, Senthil Purushwalkam, Stefan Lee

arxiv:1511.06314 v1 · 2015-11-19 · cs.CV · cs.LG · 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{K53GI27IDFN4JDN7JNDC3PAHCH}

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.

Cited by

2 papers in Pith

As easy as 1, 2... 4? Uncertainty in counting tasks for medical imaging

Anatomy of a failure: When, how, and why deep vision fails in scientific domains

Receipt and verification

First computed	2026-05-18T01:26:25.924218Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5776646be8195bc48dbf4b462dbc0711fdcc2373ac4e0505ef3580fb961e1b58

Aliases

arxiv: 1511.06314 · arxiv_version: 1511.06314v1 · doi: 10.48550/arxiv.1511.06314 · pith_short_12: K53GI27IDFN4 · pith_short_16: K53GI27IDFN4JDN7 · pith_short_8: K53GI27I

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/K53GI27IDFN4JDN7JNDC3PAHCH \
  | 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: 5776646be8195bc48dbf4b462dbc0711fdcc2373ac4e0505ef3580fb961e1b58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5dc5600768215955abac796f0341408f6cc23bfe57bf339e21f8721f66747faf",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2015-11-19T19:19:58Z",
    "title_canon_sha256": "feea8ae58c9e10817e38c4836c0be948a95a2e96feb17b33fa4847b874c8bcaf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.06314",
    "kind": "arxiv",
    "version": 1
  }
}