Pith Number

pith:DSGSV2A7

pith:2025:DSGSV2A7XYYW6FHYP3UNMW6VB3

not attested not anchored not stored refs pending

An Offline Multi-Agent Reinforcement Learning Framework for Radio Resource Management

Eslam Eldeeb, Hirley Alves

arxiv:2501.12991 v1 · 2025-01-22 · cs.MA · 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{DSGSV2A7XYYW6FHYP3UNMW6VB3}

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	2026-07-05T10:04:01.386807Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c8d2ae81fbe316f14f87ee8d65bd50ec1e6e87f22cf021c45306a2d2abb14bb

Aliases

arxiv: 2501.12991 · arxiv_version: 2501.12991v1 · doi: 10.48550/arxiv.2501.12991 · pith_short_12: DSGSV2A7XYYW · pith_short_16: DSGSV2A7XYYW6FHY · pith_short_8: DSGSV2A7

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/DSGSV2A7XYYW6FHYP3UNMW6VB3 \
  | 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: 1c8d2ae81fbe316f14f87ee8d65bd50ec1e6e87f22cf021c45306a2d2abb14bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc732347edd6ea1a24004eaed0d370c9c2a94c519d8d8852a02074c13bd89340",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-01-22T16:25:46Z",
    "title_canon_sha256": "6987e2c742487e8b4e63bc37190c336a5f7ca908ba847ae1ddc7086801819d27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12991",
    "kind": "arxiv",
    "version": 1
  }
}