Pith Number

pith:AVOTZ3VS

pith:2024:AVOTZ3VSJYSFTH3FVUVENSZAQO

not attested not anchored not stored refs pending

Has the Deep Neural Network learned the Stochastic Process? An Evaluation Viewpoint

Beomseok Kang, Biswadeep Chakraborty, Harshit Kumar, Saibal Mukhopadhyay

arxiv:2402.15163 v4 · 2024-02-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AVOTZ3VSJYSFTH3FVUVENSZAQO}

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	2026-07-05T10:05:09.241052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

055d3ceeb24e24599f65ad2a46cb2083b6591dc10522c9518bd8b8dfb4111231

Aliases

arxiv: 2402.15163 · arxiv_version: 2402.15163v4 · doi: 10.48550/arxiv.2402.15163 · pith_short_12: AVOTZ3VSJYSF · pith_short_16: AVOTZ3VSJYSFTH3F · pith_short_8: AVOTZ3VS

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/AVOTZ3VSJYSFTH3FVUVENSZAQO \
  | 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: 055d3ceeb24e24599f65ad2a46cb2083b6591dc10522c9518bd8b8dfb4111231

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04bf923ebc63c52e49691223354b728bef7f422d3ea05509123d33164232981d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T07:54:20Z",
    "title_canon_sha256": "017b5447fe5090d91f35536c9f8091e25d65fc24fc6e61d15ea24eaab859f19b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15163",
    "kind": "arxiv",
    "version": 4
  }
}