Pith Number

pith:I3ZSXAK7

pith:2024:I3ZSXAK7MAUHQVMAX6VTWDIQGA

not attested not anchored not stored refs pending

Stochastic gradient descent-based inference for dynamic network models with attractors

Cantay Caliskan, Dino P. Christenson, Dylan Walker, Eric D. Kolaczyk, Hancong Pan, Konstantinos Spiliopoulos, Xiaojing Zhu

arxiv:2403.07124 v3 · 2024-03-11 · stat.ME · cs.SI

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\usepackage{pith}
\pithnumber{I3ZSXAK7MAUHQVMAX6VTWDIQGA}

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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

Attractor-Based Coevolving Dot Product Random Graph Model

Receipt and verification

First computed	2026-07-05T09:49:03.178527Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46f32b815f6028785580bfab3b0d103021f85e8a2ffa17e2628d1f66fb91fd57

Aliases

arxiv: 2403.07124 · arxiv_version: 2403.07124v3 · doi: 10.48550/arxiv.2403.07124 · pith_short_12: I3ZSXAK7MAUH · pith_short_16: I3ZSXAK7MAUHQVMA · pith_short_8: I3ZSXAK7

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/I3ZSXAK7MAUHQVMAX6VTWDIQGA \
  | 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: 46f32b815f6028785580bfab3b0d103021f85e8a2ffa17e2628d1f66fb91fd57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c7de8db6af6905f6097c7a573313471558fbda6b8b2c6fe69c57f81fecb8992",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2024-03-11T19:39:29Z",
    "title_canon_sha256": "81a4f3e914c4b1aa6fd8e7ffd9a34388776adfd6d6feb208b23b22522dfbe281"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.07124",
    "kind": "arxiv",
    "version": 3
  }
}