Pith Number

pith:J4KZNMC7

pith:2025:J4KZNMC7PXZ7KSWIQZBGTI43OZ

not attested not anchored not stored refs pending

Task Assignment and Exploration Optimization for Low Altitude UAV Rescue via Generative AI Enhanced Multi-agent Reinforcement Learning

Chao Jin, Dusit Niyato, Geng Sun, Jiacheng Wang, Qian Chen, Wenjie Weng, Xiaohuan Li, Xin Tang, Zhang Liu

arxiv:2504.13554 v2 · 2025-04-18 · cs.AI · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J4KZNMC7PXZ7KSWIQZBGTI43OZ}

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

From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks

Receipt and verification

First computed	2026-07-05T11:34:50.218040Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f1596b05f7df3f54ac8864269a39b764de85d0051a1b70576bd38b493d41901

Aliases

arxiv: 2504.13554 · arxiv_version: 2504.13554v2 · doi: 10.48550/arxiv.2504.13554 · pith_short_12: J4KZNMC7PXZ7 · pith_short_16: J4KZNMC7PXZ7KSWI · pith_short_8: J4KZNMC7

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/J4KZNMC7PXZ7KSWIQZBGTI43OZ \
  | 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: 4f1596b05f7df3f54ac8864269a39b764de85d0051a1b70576bd38b493d41901

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b22aee75e7f64fc7b2b24cf7a63b4da06ee23a762c6b3d91b017623b672fcf7",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-18T08:44:06Z",
    "title_canon_sha256": "3c36beb016b07a9d2610983d4d01c195a91dc92ca20191e5fc20cd6ce9f8bbd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.13554",
    "kind": "arxiv",
    "version": 2
  }
}