Pith Number

pith:SHARF3Z2

pith:2023:SHARF3Z2VZPCZTXZET5IRWJO7J

not attested not anchored not stored refs pending

Semi-Offline Reinforcement Learning for Optimized Text Generation

Changyu Chen, Jie Cao, Li Dong, Rui Yan, Victor Ye Dong, Xiting Wang, Yi Liu, Yiqiao Jin

arxiv:2306.09712 v2 · 2023-06-16 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SHARF3Z2VZPCZTXZET5IRWJO7J}

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	2026-06-05T01:15:11.045510Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91c112ef3aae5e2ccef924fa88d92efa48a742b732a7a81313e52427f16f5138

Aliases

arxiv: 2306.09712 · arxiv_version: 2306.09712v2 · doi: 10.48550/arxiv.2306.09712 · pith_short_12: SHARF3Z2VZPC · pith_short_16: SHARF3Z2VZPCZTXZ · pith_short_8: SHARF3Z2

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/SHARF3Z2VZPCZTXZET5IRWJO7J \
  | 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: 91c112ef3aae5e2ccef924fa88d92efa48a742b732a7a81313e52427f16f5138

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab698c7c6b256baec2126070ca44e0e3c62217a6c80dde46b33bacd4b0c53e7f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-16T09:24:29Z",
    "title_canon_sha256": "72cc7a068a5e3e3c0d74bebfffe36666ba50864a4f06c39d90d2421e31c4fa79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09712",
    "kind": "arxiv",
    "version": 2
  }
}