Pith Number

pith:3AOQNKVF

pith:2023:3AOQNKVFIRBQTLIZYXS774CEOM

not attested not anchored not stored refs pending

Large Sequence Models for Sequential Decision-Making: A Survey

Haifeng Zhang, Hanjing Wang, Jun Wang, Luo Mai, Muning Wen, Runji Lin, Weinan Zhang, Yaodong Yang, Ying Wen

arxiv:2306.13945 v1 · 2023-06-24 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3AOQNKVFIRBQTLIZYXS774CEOM}

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	2026-07-05T06:24:18.077461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d81d06aaa5444309ad19c5e5fff0447325c0f65984145a9184d3f0e4a23d2404

Aliases

arxiv: 2306.13945 · arxiv_version: 2306.13945v1 · doi: 10.48550/arxiv.2306.13945 · pith_short_12: 3AOQNKVFIRBQ · pith_short_16: 3AOQNKVFIRBQTLIZ · pith_short_8: 3AOQNKVF

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/3AOQNKVFIRBQTLIZYXS774CEOM \
  | 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: d81d06aaa5444309ad19c5e5fff0447325c0f65984145a9184d3f0e4a23d2404

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e2187682cfd2217539ff467a1d962c11f4a13db6aa2d3d9d32def3414357c83",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-24T12:06:26Z",
    "title_canon_sha256": "5b571df4ee40fc5b103a5a9cc73a3506d29fe77a951e7f16a8245cb28ee31b8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.13945",
    "kind": "arxiv",
    "version": 1
  }
}