Pith Number

pith:SWYN2ZSD

pith:2023:SWYN2ZSD2BV3EI7OX5DT434LV6

not attested not anchored not stored refs pending

Graph Neural Stochastic Differential Equations

Felix Opolka, Jose Miguel Hernandez-Lobato, Pietro Li\`o, Richard Bergna

arxiv:2308.12316 v1 · 2023-08-23 · 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{SWYN2ZSD2BV3EI7OX5DT434LV6}

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

Integrating Causality with Neurochaos Learning: Proposed Approach and Research Agenda

Receipt and verification

First computed	2026-07-05T06:44:10.302529Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95b0dd6643d06bb223eebf473e6f8bafb891ba3131b07bfe92128e21630c4018

Aliases

arxiv: 2308.12316 · arxiv_version: 2308.12316v1 · doi: 10.48550/arxiv.2308.12316 · pith_short_12: SWYN2ZSD2BV3 · pith_short_16: SWYN2ZSD2BV3EI7O · pith_short_8: SWYN2ZSD

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/SWYN2ZSD2BV3EI7OX5DT434LV6 \
  | 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: 95b0dd6643d06bb223eebf473e6f8bafb891ba3131b07bfe92128e21630c4018

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f50a44f81fe39265e49f92c67d726129277fe42859d35f962f44bef143c4a39",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-23T09:20:38Z",
    "title_canon_sha256": "2e12c7647a7ca5a7b99b21c2b27d7a2b8b0645325f4673a73680d25c1435af74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12316",
    "kind": "arxiv",
    "version": 1
  }
}