Pith Number

pith:ZP2RNMKP

pith:2022:ZP2RNMKPOGRGPV3LVAOLSDBD37

not attested not anchored not stored refs pending

Large-Scale Retrieval for Reinforcement Learning

Arthur Guez, Laurent Sifre, Olivier Tieleman, Peter C. Humphreys, Th\'eophane Weber, Timothy Lillicrap

arxiv:2206.05314 v2 · 2022-06-10 · 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{ZP2RNMKPOGRGPV3LVAOLSDBD37}

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

On Storage Neural Network Augmented Approximate Nearest Neighbor Search

Receipt and verification

First computed	2026-07-05T05:26:06.392444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbf516b14f71a267d76ba81cb90c23dfe9cc125d316a0669ccf81f7ac7de5b94

Aliases

arxiv: 2206.05314 · arxiv_version: 2206.05314v2 · doi: 10.48550/arxiv.2206.05314 · pith_short_12: ZP2RNMKPOGRG · pith_short_16: ZP2RNMKPOGRGPV3L · pith_short_8: ZP2RNMKP

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/ZP2RNMKPOGRGPV3LVAOLSDBD37 \
  | 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: cbf516b14f71a267d76ba81cb90c23dfe9cc125d316a0669ccf81f7ac7de5b94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cbb46d9a9a5b6274eefa63d5644230abecc2e0ff00ef421cf9df021ca8cd4a7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-10T18:25:30Z",
    "title_canon_sha256": "1af95a491bd7c91633103d95a30f5b86d8e884b5531cb5d0ef060cf705e72639"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.05314",
    "kind": "arxiv",
    "version": 2
  }
}