Pith Number

pith:RYPI6PGJ

pith:2025:RYPI6PGJHWQ2LGSMGQPTYESAX5

not attested not anchored not stored refs pending

Secure Resource Allocation via Constrained Deep Reinforcement Learning

Cong Wu, Dusit Niyato, Jiacheng Wang, Jianfei Sun, Qiang Gao, Yuxian Li

arxiv:2501.11557 v1 · 2025-01-20 · 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{RYPI6PGJHWQ2LGSMGQPTYESAX5}

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	2026-07-05T10:03:10.571076Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e1e8f3cc93da1a59a4c341f3c1240bf641a13727104963804f950b6cdcb3d0b

Aliases

arxiv: 2501.11557 · arxiv_version: 2501.11557v1 · doi: 10.48550/arxiv.2501.11557 · pith_short_12: RYPI6PGJHWQ2 · pith_short_16: RYPI6PGJHWQ2LGSM · pith_short_8: RYPI6PGJ

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/RYPI6PGJHWQ2LGSMGQPTYESAX5 \
  | 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: 8e1e8f3cc93da1a59a4c341f3c1240bf641a13727104963804f950b6cdcb3d0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8b4ad51a656cc6a559cf5ac5965ff5c113e613ef425e95d3267ca14925457f8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-20T15:52:43Z",
    "title_canon_sha256": "0971f7b3995b279f20d9114542d2a7e9e1955f892346487752343432261e5377"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11557",
    "kind": "arxiv",
    "version": 1
  }
}