Pith Number

pith:JMGYU6CC

pith:2018:JMGYU6CCGGYLI7PL3GZ4A3BAL5

not attested not anchored not stored refs pending

Estimating Information Flow in Deep Neural Networks

Brian Kingsbury, Ewout van den Berg, Igor Melnyk, Kristjan Greenewald, Nam Nguyen, Yury Polyanskiy, Ziv Goldfeld

arxiv:1810.05728 v4 · 2018-10-12 · cs.LG · 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{JMGYU6CCGGYLI7PL3GZ4A3BAL5}

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	2026-05-17T23:44:42.939886Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b0d8a784231b0b47debd9b3c06c205f4ee8035d9f6e564eb791daf3cadbdccb

Aliases

arxiv: 1810.05728 · arxiv_version: 1810.05728v4 · doi: 10.48550/arxiv.1810.05728 · pith_short_12: JMGYU6CCGGYL · pith_short_16: JMGYU6CCGGYLI7PL · pith_short_8: JMGYU6CC

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/JMGYU6CCGGYLI7PL3GZ4A3BAL5 \
  | 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: 4b0d8a784231b0b47debd9b3c06c205f4ee8035d9f6e564eb791daf3cadbdccb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f3c931f10888ca7c3933e000b4d741dea98cddbf032af7cf277b64c2aa17fad",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-12T21:11:30Z",
    "title_canon_sha256": "747ddb85e1f65ccada2af2876b3a8e14e619f8cc0a4f0f1f2a49a52c325aee1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.05728",
    "kind": "arxiv",
    "version": 4
  }
}