Pith Number

pith:PZFC2ICP

pith:2023:PZFC2ICP3YPKCADNFCT42EQONS

not attested not anchored not stored refs pending

Global Hierarchical Neural Networks using Hierarchical Softmax

Flavius Frasincar, Jetze Schuurmans

arxiv:2308.01210 v1 · 2023-08-02 · stat.ML · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PZFC2ICP3YPKCADNFCT42EQONS}

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

1 paper in Pith

Leveraging Multimodality for Real-Time Classification of Transients and Variables found by the Zwicky Transient Facility

Receipt and verification

First computed	2026-07-05T06:37:06.945255Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e4a2d204fde1ea1006d28a7cd120e6ca78846740a91622765cf71475d56b7f9

Aliases

arxiv: 2308.01210 · arxiv_version: 2308.01210v1 · doi: 10.48550/arxiv.2308.01210 · pith_short_12: PZFC2ICP3YPK · pith_short_16: PZFC2ICP3YPKCADN · pith_short_8: PZFC2ICP

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/PZFC2ICP3YPKCADNFCT42EQONS \
  | 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: 7e4a2d204fde1ea1006d28a7cd120e6ca78846740a91622765cf71475d56b7f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4843cfe51d7a0317f317bd3b393ae680171d2336c5dcddee75f0e7a5699a3f1",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-08-02T15:12:56Z",
    "title_canon_sha256": "64448bc329849cb0aa5c92b23d25acdbc0745de0108c799f30b982d67686f833"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.01210",
    "kind": "arxiv",
    "version": 1
  }
}