Pith Number

pith:VMLRZGTX

pith:2023:VMLRZGTXD46NZKQMB2NOD2DM34

not attested not anchored not stored refs pending

Can language agents be alternatives to PPO? A Preliminary Empirical Study On OpenAI Gym

Bo Jin, Chuyun Shen, Hongyuan Zha, Junjie Sheng, Wenhao Li, Xiangfeng Wang, Yun Hua, Zixiao Huang

arxiv:2312.03290 v1 · 2023-12-06 · 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{VMLRZGTXD46NZKQMB2NOD2DM34}

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	2026-07-05T07:21:01.509341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab171c9a771f3cdcaa0c0e9ae1e86cdf2d1fa545456a3df1ac21c216cd7e2c69

Aliases

arxiv: 2312.03290 · arxiv_version: 2312.03290v1 · doi: 10.48550/arxiv.2312.03290 · pith_short_12: VMLRZGTXD46N · pith_short_16: VMLRZGTXD46NZKQM · pith_short_8: VMLRZGTX

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/VMLRZGTXD46NZKQMB2NOD2DM34 \
  | 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: ab171c9a771f3cdcaa0c0e9ae1e86cdf2d1fa545456a3df1ac21c216cd7e2c69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b47d8c79bc940451bc626c7aa8608ed5f9063136abaad3ea654b6d26998958d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-06T04:48:26Z",
    "title_canon_sha256": "aa00791aa3175e0a6b54279c3b70bb8556acfe450ce70d4dc8a1f3c7adb8e114"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03290",
    "kind": "arxiv",
    "version": 1
  }
}