pith. sign in
Pith Number

pith:VHE7LBBG

pith:2018:VHE7LBBGKQWXYSUVW3KYLZXE7B
not attested not anchored not stored refs pending

Variational Inference as an alternative to MCMC for parameter estimation and model selection

Anirudh Jain, Geetakrishnasai Gunapati, P.K. Srijith, Shantanu Desai

arxiv:1803.06473 v4 · 2018-03-17 · astro-ph.IM · hep-ex · physics.data-an

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VHE7LBBGKQWXYSUVW3KYLZXE7B}

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.
Receipt and verification
First computed 2026-07-05T03:51:02.714486Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a9c9f58426542d7c4a95b6d585e6e4f8459f2039cabdf654a56d9e65307c57db

Aliases

arxiv: 1803.06473 · arxiv_version: 1803.06473v4 · doi: 10.48550/arxiv.1803.06473 · pith_short_12: VHE7LBBGKQWX · pith_short_16: VHE7LBBGKQWXYSUV · pith_short_8: VHE7LBBG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VHE7LBBGKQWXYSUVW3KYLZXE7B \
  | 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: a9c9f58426542d7c4a95b6d585e6e4f8459f2039cabdf654a56d9e65307c57db
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3527f588d82b3fa521966824c6de42c79e63f706fb58d599376a28197f4efdfb",
    "cross_cats_sorted": [
      "hep-ex",
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "astro-ph.IM",
    "submitted_at": "2018-03-17T06:28:05Z",
    "title_canon_sha256": "f6cf9cf48dbe6cfe873419f293670b48be4d5f84c9fc80a85a2c6406355520f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.06473",
    "kind": "arxiv",
    "version": 4
  }
}