Pith Number

pith:P6YOQZ2Z

pith:2023:P6YOQZ2ZGIOBVDSNPZK5HTX45U

not attested not anchored not stored refs pending

Pre-training with Synthetic Data Helps Offline Reinforcement Learning

Che Wang, Keith Ross, Zecheng Wang, Zixuan Dong

arxiv:2310.00771 v4 · 2023-10-01 · cs.AI · 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{P6YOQZ2ZGIOBVDSNPZK5HTX45U}

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	2026-07-05T08:23:12.465831Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7fb0e86759321c1a8e4d7e55d3cefced1c78c9124ae4c7b46f21915f2aa01ed4

Aliases

arxiv: 2310.00771 · arxiv_version: 2310.00771v4 · doi: 10.48550/arxiv.2310.00771 · pith_short_12: P6YOQZ2ZGIOB · pith_short_16: P6YOQZ2ZGIOBVDSN · pith_short_8: P6YOQZ2Z

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/P6YOQZ2ZGIOBVDSNPZK5HTX45U \
  | 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: 7fb0e86759321c1a8e4d7e55d3cefced1c78c9124ae4c7b46f21915f2aa01ed4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6975622b6464499ccff448a313a8501b2d6128fdf35b602f3e0da5066f91828d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-10-01T19:32:14Z",
    "title_canon_sha256": "bdbf45a8b00766301aa22a8053e713658930ad96bdbce4117be384c383a58708"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00771",
    "kind": "arxiv",
    "version": 4
  }
}