Pith Number

pith:S4MNENYC

pith:2025:S4MNENYCEBES7JNMPKMEDDMQ6S

not attested not anchored not stored refs pending

Learning Guarantee of Reward Modeling Using Deep Neural Networks

Guohao Shen, Ruijian Han, Yeheng Ge, Yuanhang Luo

arxiv:2505.06601 v1 · 2025-05-10 · stat.ML · 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{S4MNENYCEBES7JNMPKMEDDMQ6S}

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	2026-07-05T11:01:12.878710Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9718d2370220492fa5ac7a98418d90f4b92230a13a21ddf8e47f7ea60951f6a0

Aliases

arxiv: 2505.06601 · arxiv_version: 2505.06601v1 · doi: 10.48550/arxiv.2505.06601 · pith_short_12: S4MNENYCEBES · pith_short_16: S4MNENYCEBES7JNM · pith_short_8: S4MNENYC

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/S4MNENYCEBES7JNMPKMEDDMQ6S \
  | 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: 9718d2370220492fa5ac7a98418d90f4b92230a13a21ddf8e47f7ea60951f6a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76c15e5cf8758233285adc8c4db138e02264737350f489e606e0112f58ca7a83",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-10T11:21:29Z",
    "title_canon_sha256": "f14fb384535f398ee2da2400b4092ccf506e55f524bb6b37dcba9916df0ae722"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06601",
    "kind": "arxiv",
    "version": 1
  }
}