Pith Number

pith:25HFK7LK

pith:2024:25HFK7LKFXL3RJMULJFJJIRS5A

not attested not anchored not stored refs pending

How to implement the Bayes' formula in the age of ML?

Amirhossein Taghvaei, Prashant G. Mehta

arxiv:2411.09653 v1 · 2024-11-14 · eess.SY · cs.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{25HFK7LKFXL3RJMULJFJJIRS5A}

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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

Physics-informed neural particle flow for the Bayesian update step

Receipt and verification

First computed	2026-07-05T09:35:30.400646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d74e557d6a2dd7b8a5945a4a94a232e82d1be9dad60cc79fe7f356d353201504

Aliases

arxiv: 2411.09653 · arxiv_version: 2411.09653v1 · doi: 10.48550/arxiv.2411.09653 · pith_short_12: 25HFK7LKFXL3 · pith_short_16: 25HFK7LKFXL3RJMU · pith_short_8: 25HFK7LK

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/25HFK7LKFXL3RJMULJFJJIRS5A \
  | 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: d74e557d6a2dd7b8a5945a4a94a232e82d1be9dad60cc79fe7f356d353201504

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6de0d356b561af72870bcb84e23ae40dc6d0a01da203bc576cf2e8a1ded1069",
    "cross_cats_sorted": [
      "cs.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-11-14T18:21:05Z",
    "title_canon_sha256": "f63bf2d789632b46eb19750eef34d10ade59c169c7996727da78876b181cefa0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09653",
    "kind": "arxiv",
    "version": 1
  }
}