Pith Number

pith:CP4LJEE7

pith:2022:CP4LJEE77I3GX3FSODJJSPIE2T

not attested not anchored not stored refs pending

On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning

Shiro Takagi

arxiv:2211.09817 v1 · 2022-11-17 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CP4LJEE77I3GX3FSODJJSPIE2T}

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	2026-07-05T05:17:14.467929Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13f8b4909ffa366becb270d2993d04d4cb470f58e9c99236edfecdc46d01d1dd

Aliases

arxiv: 2211.09817 · arxiv_version: 2211.09817v1 · doi: 10.48550/arxiv.2211.09817 · pith_short_12: CP4LJEE77I3G · pith_short_16: CP4LJEE77I3GX3FS · pith_short_8: CP4LJEE7

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/CP4LJEE77I3GX3FSODJJSPIE2T \
  | 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: 13f8b4909ffa366becb270d2993d04d4cb470f58e9c99236edfecdc46d01d1dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ef93779f741ae2d4936da1dbb02a72e9972a2440206c8592f4c5f5c63828f1f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-17T13:34:08Z",
    "title_canon_sha256": "c387695b8248ddf2b1e7935c18fa5d25b7f6acf94f0ef266478033d02d44b821"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.09817",
    "kind": "arxiv",
    "version": 1
  }
}