Pith Number

pith:BBNGVDSP

pith:2018:BBNGVDSPWAQB2D4N7VJUG4GKC7

not attested not anchored not stored refs pending

Entropy-Constrained Training of Deep Neural Networks

Arturo Marban, Klaus-Robert M\"uller, Simon Wiedemann, Wojciech Samek

arxiv:1812.07520 v2 · 2018-12-18 · cs.LG · cs.NE · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BBNGVDSPWAQB2D4N7VJUG4GKC7}

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	2026-05-17T23:57:56.645375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

085a6a8e4fb0201d0f8dfd534370ca17e43ef88656a63a2626cacb8dbfa6c22c

Aliases

arxiv: 1812.07520 · arxiv_version: 1812.07520v2 · doi: 10.48550/arxiv.1812.07520 · pith_short_12: BBNGVDSPWAQB · pith_short_16: BBNGVDSPWAQB2D4N · pith_short_8: BBNGVDSP

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/BBNGVDSPWAQB2D4N7VJUG4GKC7 \
  | 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: 085a6a8e4fb0201d0f8dfd534370ca17e43ef88656a63a2626cacb8dbfa6c22c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52b22e5c0d648e314464934d6c33345bfff5ee3afcc7a011ef036555ef34d67b",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-18T17:36:22Z",
    "title_canon_sha256": "92e94fa9daec40b8a095b818064eca2f25538bf836d3d3fe70282129638b8eeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.07520",
    "kind": "arxiv",
    "version": 2
  }
}