Pith Number

pith:CV5EHO3V

pith:2023:CV5EHO3VTRTU7WOCAGWF3QQUNL

not attested not anchored not stored refs pending

Deploying Offline Reinforcement Learning with Human Feedback

Deheng Ye, Ke Xu, Lanqing Li, Liu Liu, Peilin Zhao, Ziniu Li

arxiv:2303.07046 v1 · 2023-03-13 · cs.LG · 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{CV5EHO3VTRTU7WOCAGWF3QQUNL}

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	2026-07-05T05:50:25.848289Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

157a43bb759c674fd9c201ac5dc2146ae14ffb333029fdb7440200b969fb336c

Aliases

arxiv: 2303.07046 · arxiv_version: 2303.07046v1 · doi: 10.48550/arxiv.2303.07046 · pith_short_12: CV5EHO3VTRTU · pith_short_16: CV5EHO3VTRTU7WOC · pith_short_8: CV5EHO3V

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/CV5EHO3VTRTU7WOCAGWF3QQUNL \
  | 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: 157a43bb759c674fd9c201ac5dc2146ae14ffb333029fdb7440200b969fb336c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08e23868f73c8293298a74126a3e21b94963195aed60deee03fb4f51958ad48c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-13T12:13:16Z",
    "title_canon_sha256": "cb962b9640d2ab0a4829d4021bcaf62e546345325219d5601ed79a0c31808ebc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.07046",
    "kind": "arxiv",
    "version": 1
  }
}