Pith Number

pith:HHEYODLF

pith:2023:HHEYODLFGTI7RCCBMEV5XFPAXE

not attested not anchored not stored refs pending

Accelerating exploration and representation learning with offline pre-training

Ankit Anand, Bogdan Mazoure, Doina Precup, Jake Bruce, Rob Fergus

arxiv:2304.00046 v1 · 2023-03-31 · 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{HHEYODLFGTI7RCCBMEV5XFPAXE}

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

Disentangling Exploration of Large Language Models by Optimal Exploitation

Receipt and verification

First computed	2026-07-05T05:56:58.002214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39c9870d6534d1f88841612bdb95e0b932b67944eefc37cdf1b0b8af9cb122f3

Aliases

arxiv: 2304.00046 · arxiv_version: 2304.00046v1 · doi: 10.48550/arxiv.2304.00046 · pith_short_12: HHEYODLFGTI7 · pith_short_16: HHEYODLFGTI7RCCB · pith_short_8: HHEYODLF

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/HHEYODLFGTI7RCCBMEV5XFPAXE \
  | 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: 39c9870d6534d1f88841612bdb95e0b932b67944eefc37cdf1b0b8af9cb122f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68f560f824572229f9f67bf8b41c130a1e0f60e43764361a32c98ed8ab345968",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-31T18:03:30Z",
    "title_canon_sha256": "8e28d9dfa7471fac05f9f2c5583e95633fc971a8892c96d993eb16eb744187b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.00046",
    "kind": "arxiv",
    "version": 1
  }
}