Pith Number

pith:JQKV6JG2

pith:2025:JQKV6JG2UI6FLAUKURINIDES36

not attested not anchored not stored refs pending

Scaling DRL for Decision Making: A Survey on Data, Network, and Training Budget Strategies

Chenjun Xiao, Hongyao Tang, Jianye Hao, Jiye Liang, Wei Wei, Yaodong Yang, Yi Ma

arxiv:2508.03194 v1 · 2025-08-05 · 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{JQKV6JG2UI6FLAUKURINIDES36}

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	2026-07-05T11:48:38.660958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c155f24daa23c55828aa450d40c92df8769320c72243dbd9eb1b59d6eb6d631

Aliases

arxiv: 2508.03194 · arxiv_version: 2508.03194v1 · doi: 10.48550/arxiv.2508.03194 · pith_short_12: JQKV6JG2UI6F · pith_short_16: JQKV6JG2UI6FLAUK · pith_short_8: JQKV6JG2

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/JQKV6JG2UI6FLAUKURINIDES36 \
  | 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: 4c155f24daa23c55828aa450d40c92df8769320c72243dbd9eb1b59d6eb6d631

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d60b776064f6172eb31556c48f747d2d3a2acb4e4c713d9cbfc376b28f7808d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-05T08:03:12Z",
    "title_canon_sha256": "26d2f2f847d2c9a07b4c2b5dbc814751a60ccbfa2022267ff6cf6d093ea0cb89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.03194",
    "kind": "arxiv",
    "version": 1
  }
}