Pith Number

pith:ZDOXMIRG

pith:2024:ZDOXMIRGZPTXOD5D3IZSAQE2OR

not attested not anchored not stored refs pending

Accelerated Inference for Partially Observed Markov Processes using Automatic Differentiation

Edward L. Ionides, Giles Hooker, Kevin Tan

arxiv:2407.03085 v1 · 2024-07-03 · stat.ME · stat.CO · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZDOXMIRGZPTXOD5D3IZSAQE2OR}

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

Poisson Approximate Likelihood versus the block particle filter for a spatiotemporal measles model

Receipt and verification

First computed	2026-07-05T08:39:46.152617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8dd762226cbe7770fa3da3320409a7467b0ebf114c142abea2f2d8f8195c6c4

Aliases

arxiv: 2407.03085 · arxiv_version: 2407.03085v1 · doi: 10.48550/arxiv.2407.03085 · pith_short_12: ZDOXMIRGZPTX · pith_short_16: ZDOXMIRGZPTXOD5D · pith_short_8: ZDOXMIRG

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/ZDOXMIRGZPTXOD5D3IZSAQE2OR \
  | 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: c8dd762226cbe7770fa3da3320409a7467b0ebf114c142abea2f2d8f8195c6c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8580a8b083d3d704d352999369bfda7ce5378cea1fd02b85228a184481d0f65c",
    "cross_cats_sorted": [
      "stat.CO",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2024-07-03T13:06:46Z",
    "title_canon_sha256": "322a053a816a8d608d8854fc20a5abaf16ddf24f7cc86be0946aa5ea7f8d3c1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03085",
    "kind": "arxiv",
    "version": 1
  }
}