Pith Number

pith:TMN64O2A

pith:2024:TMN64O2ACQ2SZVMX6OKME5UIFC

not attested not anchored not stored refs pending

Beyond Human Preferences: Exploring Reinforcement Learning Trajectory Evaluation and Improvement through LLMs

Jianxin Li, Qingyun Sun, Shiqi Gao, Tianchen Zhu, Zichao Shen

arxiv:2406.19644 v2 · 2024-06-28 · 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{TMN64O2ACQ2SZVMX6OKME5UIFC}

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	2026-07-05T08:38:12.779499Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b1bee3b4014352cd597f394c2768828be05c045060de9144a0d2ecbfe09d5ef

Aliases

arxiv: 2406.19644 · arxiv_version: 2406.19644v2 · doi: 10.48550/arxiv.2406.19644 · pith_short_12: TMN64O2ACQ2S · pith_short_16: TMN64O2ACQ2SZVMX · pith_short_8: TMN64O2A

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/TMN64O2ACQ2SZVMX6OKME5UIFC \
  | 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: 9b1bee3b4014352cd597f394c2768828be05c045060de9144a0d2ecbfe09d5ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7270ecd7bc97d72eabe29007b53219f623da7c6b7e2cb34809b7090156f6a441",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-28T04:21:24Z",
    "title_canon_sha256": "356889a8f0bd6da4ab9e18e7ec58b38b94a915f837e2a0eb81df22ae1788c360"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.19644",
    "kind": "arxiv",
    "version": 2
  }
}