Pith Number

pith:XATYX2DM

pith:2025:XATYX2DMP7TNRZU2PWD7VDRGBU

not attested not anchored not stored refs pending

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach

Jiazheng Chen, Wanchun Liu

arxiv:2501.11921 v1 · 2025-01-21 · cs.IT · cs.AI · cs.LG · cs.SY · eess.SP · eess.SY · math.IT

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XATYX2DMP7TNRZU2PWD7VDRGBU}

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	2026-07-05T10:03:16.021265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8278be86c7fe6d8e69a7d87fa8e260d359b084956962e2b46260669b64004a0

Aliases

arxiv: 2501.11921 · arxiv_version: 2501.11921v1 · doi: 10.48550/arxiv.2501.11921 · pith_short_12: XATYX2DMP7TN · pith_short_16: XATYX2DMP7TNRZU2 · pith_short_8: XATYX2DM

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/XATYX2DMP7TNRZU2PWD7VDRGBU \
  | 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: b8278be86c7fe6d8e69a7d87fa8e260d359b084956962e2b46260669b64004a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c440dab77955b250bf9fa7e476bb7d6829ee9bbdf18a5fc159e38deae7062895",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SP",
      "eess.SY",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-01-21T06:49:06Z",
    "title_canon_sha256": "20208caca0156b45fc8db1d8fb90fa340227c4cbc71753bcc89ae2a2d661af6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11921",
    "kind": "arxiv",
    "version": 1
  }
}