Pith Number

pith:WYXW3DIE

pith:2023:WYXW3DIEGJZPVOBIM7FNXMTBO3

not attested not anchored not stored refs pending

Meta Reinforcement Learning for Fast Spectrum Sharing in Vehicular Networks

Geoffrey Ye Li, Kai Huang, Le Liang, Shi Jin

arxiv:2309.17185 v1 · 2023-09-29 · cs.IT · eess.SP · 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{WYXW3DIEGJZPVOBIM7FNXMTBO3}

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.

Cited by

1 paper in Pith

Deep Reinforcement Learning-Based User Scheduling for Collaborative Perception

Receipt and verification

First computed	2026-07-05T06:55:42.532291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b62f6d8d043272fab82867cadbb26176f433ae4df8d6ba290fe61cac6097f819

Aliases

arxiv: 2309.17185 · arxiv_version: 2309.17185v1 · doi: 10.48550/arxiv.2309.17185 · pith_short_12: WYXW3DIEGJZP · pith_short_16: WYXW3DIEGJZPVOBI · pith_short_8: WYXW3DIE

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/WYXW3DIEGJZPVOBIM7FNXMTBO3 \
  | 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: b62f6d8d043272fab82867cadbb26176f433ae4df8d6ba290fe61cac6097f819

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "429dc69d1d9865e32217c23c706e53b6bf064dc5a47f3f1078b947e18c039eca",
    "cross_cats_sorted": [
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2023-09-29T12:32:43Z",
    "title_canon_sha256": "b07470bfee7dc1c84e0497f056f735ef043c2a3b79ee7099d8e00dac66ef9201"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.17185",
    "kind": "arxiv",
    "version": 1
  }
}