Pith Number

pith:YOITWZFA

pith:2024:YOITWZFAFAGGM4E6OUH2DJQNTR

not attested not anchored not stored refs pending

Fine-Tuning Language Models with Reward Learning on Policy

Fei Huang, Hao Lang, Yongbin Li

arxiv:2403.19279 v1 · 2024-03-28 · cs.CL · 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{YOITWZFAFAGGM4E6OUH2DJQNTR}

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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.

Cited by

1 paper in Pith

Non-differentiable Reward Optimization for Diffusion-based Autonomous Motion Planning

Receipt and verification

First computed	2026-07-05T08:01:47.234648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3913b64a0280c66709e750fa1a60d9c6651321ebd9740e9944ebf110793a673

Aliases

arxiv: 2403.19279 · arxiv_version: 2403.19279v1 · doi: 10.48550/arxiv.2403.19279 · pith_short_12: YOITWZFAFAGG · pith_short_16: YOITWZFAFAGGM4E6 · pith_short_8: YOITWZFA

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/YOITWZFAFAGGM4E6OUH2DJQNTR \
  | 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: c3913b64a0280c66709e750fa1a60d9c6651321ebd9740e9944ebf110793a673

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4105cd95da7a91669deebe7979dedefad772a98cc67d54920c3e95c79cea7d1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-28T10:02:10Z",
    "title_canon_sha256": "8e288d820f10d63806ffe15dea45d8aca2a129ff52aff9d9ea6a80318fda4a49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.19279",
    "kind": "arxiv",
    "version": 1
  }
}