Pith Number

pith:GPFERAVK

pith:2024:GPFERAVKGTNEIZ3MVSTR3BEAJE

not attested not anchored not stored refs pending

An Investigation of Offline Reinforcement Learning in Factorisable Action Spaces

Alex Beeson, David Ireland, Giovanni Montana

arxiv:2411.11088 v1 · 2024-11-17 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GPFERAVKGTNEIZ3MVSTR3BEAJE}

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	2026-07-05T09:36:28.455885Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33ca4882aa34da44676caca71d84804905385ca05aa64d9fe93edfdd871c13d0

Aliases

arxiv: 2411.11088 · arxiv_version: 2411.11088v1 · doi: 10.48550/arxiv.2411.11088 · pith_short_12: GPFERAVKGTNE · pith_short_16: GPFERAVKGTNEIZ3M · pith_short_8: GPFERAVK

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/GPFERAVKGTNEIZ3MVSTR3BEAJE \
  | 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: 33ca4882aa34da44676caca71d84804905385ca05aa64d9fe93edfdd871c13d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff061d0c09f4931c6862faff07a4e7040dec0a09957efe3d6a11576db6314b38",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-11-17T14:31:14Z",
    "title_canon_sha256": "f871076011642044c05f2ef5503dfa337a8dcfa443ebac1ee24d40e8efd9e035"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11088",
    "kind": "arxiv",
    "version": 1
  }
}