Pith Number

pith:ZZOEOWFP

pith:2025:ZZOEOWFPKVYKEU73P7UMMZQ66P

not attested not anchored not stored refs pending

Deep Reinforcement Learning with Hybrid Intrinsic Reward Model

Bo Li, Mingqi Yuan, Wenjun Zeng, Xin Jin

arxiv:2501.12627 v1 · 2025-01-22 · 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{ZZOEOWFPKVYKEU73P7UMMZQ66P}

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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

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Receipt and verification

First computed	2026-07-05T10:03:55.949057Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce5c4758af5570a253fb7fe8c6661ef3f0adc867c3f4034414801d8fba95a349

Aliases

arxiv: 2501.12627 · arxiv_version: 2501.12627v1 · doi: 10.48550/arxiv.2501.12627 · pith_short_12: ZZOEOWFPKVYK · pith_short_16: ZZOEOWFPKVYKEU73 · pith_short_8: ZZOEOWFP

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/ZZOEOWFPKVYKEU73P7UMMZQ66P \
  | 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: ce5c4758af5570a253fb7fe8c6661ef3f0adc867c3f4034414801d8fba95a349

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64a8ae079279a60f64a7e6471936c82c472bdcea55d88e150ca301f4f69bb382",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T04:22:13Z",
    "title_canon_sha256": "3839ce09f7f63aaa65e55bf5048d485c9bb072666f0118c3c6397042314057f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12627",
    "kind": "arxiv",
    "version": 1
  }
}