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Pith Number

pith:ZALQ7YU2

pith:2025:ZALQ7YU2MBB6FCSVN4URYMJTVZ
not attested not anchored not stored refs pending

Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series

David Carlson, Zachary C. Brown

arxiv:2505.20697 v3 · 2025-05-27 · cs.LG · cs.AI · stat.AP · stat.ML

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\usepackage{pith}
\pithnumber{ZALQ7YU2MBB6FCSVN4URYMJTVZ}

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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.
Receipt and verification
First computed 2026-07-05T11:31:06.999685Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c8170fe29a6043e28a556f291c3133ae4f6bfaec7e6342336f3ff51c6cd58d3c

Aliases

arxiv: 2505.20697 · arxiv_version: 2505.20697v3 · doi: 10.48550/arxiv.2505.20697 · pith_short_12: ZALQ7YU2MBB6 · pith_short_16: ZALQ7YU2MBB6FCSV · pith_short_8: ZALQ7YU2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZALQ7YU2MBB6FCSVN4URYMJTVZ \
  | 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: c8170fe29a6043e28a556f291c3133ae4f6bfaec7e6342336f3ff51c6cd58d3c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "af8ef5f0a78366b993a9451c705f962da12dc5d93b3b3a3cc22cbf0264affea4",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-27T04:06:47Z",
    "title_canon_sha256": "1c215727456c7e499296db446841580820c43590bfc57c1fd4e744e156d50a40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20697",
    "kind": "arxiv",
    "version": 3
  }
}