Pith Number

pith:PW5WZJPZ

pith:2023:PW5WZJPZSDHTTQL6XK74IJEHPB

not attested not anchored not stored refs pending

In-Context Reinforcement Learning for Variable Action Spaces

Alexander Nikulin, Ilya Zisman, Sergey Kolesnikov, Viacheslav Sinii, Vladislav Kurenkov

arxiv:2312.13327 v6 · 2023-12-20 · 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{PW5WZJPZSDHTTQL6XK74IJEHPB}

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

Learning-Based Sparsification of Dynamic Graphs in Robotic Exploration Algorithms

Receipt and verification

First computed	2026-07-05T08:38:35.725369Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7dbb6ca5f990cf39c17ebabfc42487787944cd982772d00289dc6888b2d0f72d

Aliases

arxiv: 2312.13327 · arxiv_version: 2312.13327v6 · doi: 10.48550/arxiv.2312.13327 · pith_short_12: PW5WZJPZSDHT · pith_short_16: PW5WZJPZSDHTTQL6 · pith_short_8: PW5WZJPZ

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/PW5WZJPZSDHTTQL6XK74IJEHPB \
  | 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: 7dbb6ca5f990cf39c17ebabfc42487787944cd982772d00289dc6888b2d0f72d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "481741e548063d8741fb7bf6a4f96556448cd1fb4c83638338ec00109261a152",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-20T16:58:55Z",
    "title_canon_sha256": "4516161db04067e898934ded53997f7e772403d9d17a77252714bb4face4ec1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.13327",
    "kind": "arxiv",
    "version": 6
  }
}