Pith Number

pith:XD27MZ74

pith:2024:XD27MZ74LOODBVCMJDOHK63S33

not attested not anchored not stored refs pending

Offline Reinforcement Learning from Datasets with Structured Non-Stationarity

Johannes Ackermann, Masashi Sugiyama, Takayuki Osa

arxiv:2405.14114 v2 · 2024-05-23 · 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{XD27MZ74LOODBVCMJDOHK63S33}

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	2026-07-05T08:24:06.172820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8f5f667fc5b9c30d44c48dc757b72deed88ef3223cf1c15cd2b55eff588b59c

Aliases

arxiv: 2405.14114 · arxiv_version: 2405.14114v2 · doi: 10.48550/arxiv.2405.14114 · pith_short_12: XD27MZ74LOOD · pith_short_16: XD27MZ74LOODBVCM · pith_short_8: XD27MZ74

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/XD27MZ74LOODBVCMJDOHK63S33 \
  | 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: b8f5f667fc5b9c30d44c48dc757b72deed88ef3223cf1c15cd2b55eff588b59c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30880fa73b09851d6ce3dd8d92b06b63ee602e021cc58256ec0e625e49320c37",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T02:41:36Z",
    "title_canon_sha256": "bc91669e851a9fd128e4844f4b1eb9e82c87c61a4a894112028c291114d6a602"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14114",
    "kind": "arxiv",
    "version": 2
  }
}