Pith

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Pith Number

pith:F2FGR7VA

pith:2022:F2FGR7VA24OYYVORTCP4S5MJ3O
not attested not anchored not stored refs pending

Indeterminacy in Generative Models: Characterization and Strong Identifiability

Benjamin Bloem-Reddy, Quanhan Xi

arxiv:2206.00801 v5 · 2022-06-02 · stat.ML · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{F2FGR7VA24OYYVORTCP4S5MJ3O}

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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 2026-07-05T05:47:33.083874Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2e8a68fea0d71d8c55d1989fc97589db945f9af8de79422d34a9517f7ef32174

Aliases

arxiv: 2206.00801 · arxiv_version: 2206.00801v5 · doi: 10.48550/arxiv.2206.00801 · pith_short_12: F2FGR7VA24OY · pith_short_16: F2FGR7VA24OYYVOR · pith_short_8: F2FGR7VA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F2FGR7VA24OYYVORTCP4S5MJ3O \
  | 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: 2e8a68fea0d71d8c55d1989fc97589db945f9af8de79422d34a9517f7ef32174
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2263cde7332ca70af981a7d871509e91ee3c3aff3fd38c850aa8c9b8d11f8a43",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-06-02T00:01:27Z",
    "title_canon_sha256": "c937fcd68f3d66700b871079b68d177e830ccf36d586cfb0f72e7648718317c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.00801",
    "kind": "arxiv",
    "version": 5
  }
}