Pith Number

pith:U6UDMMVU

pith:2025:U6UDMMVUWQ7MU5N4I4HUEXIY6V

not attested not anchored not stored refs pending

Multi-Agent DRL for Queue-Aware Task Offloading in Hierarchical MEC-Enabled Air-Ground Networks

Abegaz Mohammed Seid, Aiman Erbad, Mohamed Abdallah, Muhammet Hevesli

arxiv:2503.03391 v1 · 2025-03-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U6UDMMVUWQ7MU5N4I4HUEXIY6V}

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	2026-07-05T10:24:44.683553Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7a83632b4b43eca75bc470f425d18f545740394cc05d0f674ec9d9cc48f1ba4

Aliases

arxiv: 2503.03391 · arxiv_version: 2503.03391v1 · doi: 10.48550/arxiv.2503.03391 · pith_short_12: U6UDMMVUWQ7M · pith_short_16: U6UDMMVUWQ7MU5N4 · pith_short_8: U6UDMMVU

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/U6UDMMVUWQ7MU5N4I4HUEXIY6V \
  | 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: a7a83632b4b43eca75bc470f425d18f545740394cc05d0f674ec9d9cc48f1ba4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "991f5f6e69e5bb6262157f1f1bbb93b16340d53612025c515e2ae03c7104e87d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-05T11:12:40Z",
    "title_canon_sha256": "dd4f622ae5d4e4002f0e5c3e0ee534a9ab129f8edb5cbfe721cdc8dc298576f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.03391",
    "kind": "arxiv",
    "version": 1
  }
}