Pith Number

pith:AFEED2BO

pith:2024:AFEED2BOFPXAOB2BNNNQOIVHAS

not attested not anchored not stored refs pending

Beyond Simple Sum of Delayed Rewards: Non-Markovian Reward Modeling for Reinforcement Learning

Jing-cheng Pang, Masashi Sugiyama, Qiyu Wu, Xin-Qiang Cai, Yao-Xiang Ding, Yuting Tang

arxiv:2410.20176 v1 · 2024-10-26 · 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{AFEED2BOFPXAOB2BNNNQOIVHAS}

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	2026-07-05T09:26:40.289065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

014841e82e2bee0707416b5b0722a70489e78ff704a1f5f09ed16149831f9a13

Aliases

arxiv: 2410.20176 · arxiv_version: 2410.20176v1 · doi: 10.48550/arxiv.2410.20176 · pith_short_12: AFEED2BOFPXA · pith_short_16: AFEED2BOFPXAOB2B · pith_short_8: AFEED2BO

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/AFEED2BOFPXAOB2BNNNQOIVHAS \
  | 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: 014841e82e2bee0707416b5b0722a70489e78ff704a1f5f09ed16149831f9a13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "232cf5955bc8a46dc0aa0fe6890e7e638f0ddd3c91b40983c1ca797b09607acd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-26T13:12:27Z",
    "title_canon_sha256": "6331f113594ead5fe0fd11b168471189d6e024b27f78b8880a44e751aacedc33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20176",
    "kind": "arxiv",
    "version": 1
  }
}