Pith Number

pith:PLKEF4JU

pith:2025:PLKEF4JUR6AQ37FXCTRQ72JURF

not attested not anchored not stored refs pending

Offline Reinforcement Learning with Penalized Action Noise Injection

Byung-Jun Lee, JunHyeok Oh

arxiv:2507.02356 v1 · 2025-07-03 · 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{PLKEF4JUR6AQ37FXCTRQ72JURF}

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	2026-07-05T11:31:16.721310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ad442f1348f810dfcb714e30fe934895a3f371398c072a197d0b0eba782faff

Aliases

arxiv: 2507.02356 · arxiv_version: 2507.02356v1 · doi: 10.48550/arxiv.2507.02356 · pith_short_12: PLKEF4JUR6AQ · pith_short_16: PLKEF4JUR6AQ37FX · pith_short_8: PLKEF4JU

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/PLKEF4JUR6AQ37FXCTRQ72JURF \
  | 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: 7ad442f1348f810dfcb714e30fe934895a3f371398c072a197d0b0eba782faff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "119b8b20cca636ab3db034d5ace722eacbd5df89f4907f9dd72edcc6db3d9fd2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-03T06:41:03Z",
    "title_canon_sha256": "8069ea431de30fac27c6e44570ef2b9bc882c65b730a0a99aea4cf36b7238b76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02356",
    "kind": "arxiv",
    "version": 1
  }
}