Pith Number

pith:MPVYBK2O

pith:2025:MPVYBK2OO7DDDCPFU3IWNZX7HO

not attested not anchored not stored refs pending

Reinforced sequential Monte Carlo for amortised sampling

Esmeralda S. Whitammer, Jinkyoo Park, Sanghyeok Choi, Sarthak Mittal, V\'ictor Elvira

arxiv:2510.11711 v2 · 2025-10-13 · cs.LG · 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{MPVYBK2OO7DDDCPFU3IWNZX7HO}

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	2026-06-01T02:03:28.306213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63eb80ab4e77c63189e5a6d166e6ff3b9e8cd55394f1613d7601faff9dc2c7a7

Aliases

arxiv: 2510.11711 · arxiv_version: 2510.11711v2 · doi: 10.48550/arxiv.2510.11711 · pith_short_12: MPVYBK2OO7DD · pith_short_16: MPVYBK2OO7DDDCPF · pith_short_8: MPVYBK2O

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/MPVYBK2OO7DDDCPFU3IWNZX7HO \
  | 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: 63eb80ab4e77c63189e5a6d166e6ff3b9e8cd55394f1613d7601faff9dc2c7a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f087f02fae41fcfefa410aa6f7860cb2ecbe3056d736dc7f07c3ce82c95382cd",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-13T17:59:11Z",
    "title_canon_sha256": "d6908e1d79dd938115ab57da3aec456b93435861af65b40b2e51e735986e6dc3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.11711",
    "kind": "arxiv",
    "version": 2
  }
}