Pith Number

pith:I3SEJOXO

pith:2023:I3SEJOXOWCT6KZI4VAQRNRCG2J

not attested not anchored not stored refs pending

Critic-Guided Decision Transformer for Offline Reinforcement Learning

Chao Yang, Ying Wen, Yuanfu Wang, Yu Liu, Yu Qiao

arxiv:2312.13716 v1 · 2023-12-21 · 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{I3SEJOXOWCT6KZI4VAQRNRCG2J}

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	2026-07-05T07:26:48.766606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46e444baeeb0a7e5651ca82116c446d27b857af898ec6108588195c4667cae47

Aliases

arxiv: 2312.13716 · arxiv_version: 2312.13716v1 · doi: 10.48550/arxiv.2312.13716 · pith_short_12: I3SEJOXOWCT6 · pith_short_16: I3SEJOXOWCT6KZI4 · pith_short_8: I3SEJOXO

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/I3SEJOXOWCT6KZI4VAQRNRCG2J \
  | 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: 46e444baeeb0a7e5651ca82116c446d27b857af898ec6108588195c4667cae47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0703d971c2f1be4308146fadd3905f8f7dae9b540a0db67c88e1e051cc7d45a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-21T10:29:17Z",
    "title_canon_sha256": "128198eb345e10bcd9870cfb46ef5dc360b775523ab1d32ba3b29bbf91c6c824"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.13716",
    "kind": "arxiv",
    "version": 1
  }
}