Pith Number

pith:CQRQMMLD

pith:2025:CQRQMMLDIFCULRKEH3AOCKBC4U

not attested not anchored not stored refs pending

Intelligent Offloading in Vehicular Edge Computing: A Comprehensive Review of Deep Reinforcement Learning Approaches and Architectures

Ahmed Hamdi Sakr, Ashab Uddin, Ning Zhang

arxiv:2502.06963 v3 · 2025-02-10 · cs.LG · cs.AI · cs.DC · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CQRQMMLDIFCULRKEH3AOCKBC4U}

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	2026-05-27T00:04:24.038404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1423063163414545c5443ec0e12822e517475ead6fa4ce454d67b7027680ed11

Aliases

arxiv: 2502.06963 · arxiv_version: 2502.06963v3 · doi: 10.48550/arxiv.2502.06963 · pith_short_12: CQRQMMLDIFCU · pith_short_16: CQRQMMLDIFCULRKE · pith_short_8: CQRQMMLD

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/CQRQMMLDIFCULRKEH3AOCKBC4U \
  | 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: 1423063163414545c5443ec0e12822e517475ead6fa4ce454d67b7027680ed11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35756fd072745d71bf7a5132d2c98b621ac79d8b3c08f1eddb55fe2a24e06384",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T19:02:20Z",
    "title_canon_sha256": "91b0493eecef8f3905d0bb2235c589361ccd69728e1da22082f50c716fb8a0fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06963",
    "kind": "arxiv",
    "version": 3
  }
}