Pith Number

pith:ZHOSHIXY

pith:2025:ZHOSHIXYAESE23KUUDD7OI5JRC

not attested not anchored not stored refs pending

Where to Intervene: Action Selection in Deep Reinforcement Learning

Hengrui Cai, Wenbo Zhang

arxiv:2507.04187 v1 · 2025-07-05 · 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{ZHOSHIXYAESE23KUUDD7OI5JRC}

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	2026-07-05T11:32:43.453979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9dd23a2f801244d6d54a0c7f723a988bb44e0d2bc64b033b566dbc265a79ef7

Aliases

arxiv: 2507.04187 · arxiv_version: 2507.04187v1 · doi: 10.48550/arxiv.2507.04187 · pith_short_12: ZHOSHIXYAESE · pith_short_16: ZHOSHIXYAESE23KU · pith_short_8: ZHOSHIXY

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/ZHOSHIXYAESE23KUUDD7OI5JRC \
  | 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: c9dd23a2f801244d6d54a0c7f723a988bb44e0d2bc64b033b566dbc265a79ef7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c61bbaf30799e3ccbed16f4047e03c39bc9cf9f9bf19df602a352d40ec656cdf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-07-05T23:40:55Z",
    "title_canon_sha256": "025919d55b3554e6ac7ecab9f3069b1c106faf08538b17b178768a6634c1af89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04187",
    "kind": "arxiv",
    "version": 1
  }
}