Pith Number

pith:IGPGCFAC

pith:2024:IGPGCFACJNPZLKPQR4MEIRPTRN

not attested not anchored not stored refs pending

Action abstractions for amortized sampling

Emmanuel Bengio, Joseph D Viviano, L\'ena N\'ehale Ezzine, Micha{\l} Koziarski, Moksh Jain, Nikolay Malkin, Oussama Boussif, Rim Assouel, Yoshua Bengio

arxiv:2410.15184 v1 · 2024-10-19 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IGPGCFACJNPZLKPQR4MEIRPTRN}

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	2026-07-05T09:23:16.326522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

419e6114024b5f95a9f08f184445f38b4525f074d8b50ef341d2a369b30d5da1

Aliases

arxiv: 2410.15184 · arxiv_version: 2410.15184v1 · doi: 10.48550/arxiv.2410.15184 · pith_short_12: IGPGCFACJNPZ · pith_short_16: IGPGCFACJNPZLKPQ · pith_short_8: IGPGCFAC

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/IGPGCFACJNPZLKPQR4MEIRPTRN \
  | 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: 419e6114024b5f95a9f08f184445f38b4525f074d8b50ef341d2a369b30d5da1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b03043ab475b017c1ce55b2202ef79f9be4a70be4ae1f0906494dbe80bcb392",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-19T19:22:50Z",
    "title_canon_sha256": "b3b3b039a22ae5500ee13592d78274eda3a66a1681ed285b53380afa3c815394"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15184",
    "kind": "arxiv",
    "version": 1
  }
}