Pith Number

pith:PRKV3T2X

pith:2024:PRKV3T2XSI2WITJQCRYBRAUJDX

not attested not anchored not stored refs pending

DNN Task Assignment in UAV Networks: A Generative AI Enhanced Multi-Agent Reinforcement Learning Approach

Binhan Liao, Jiacheng Wang, Qian Chen, Wenjie Weng, Xianbin Cao, Xiaohuan Li, Xin Tang

arxiv:2411.08299 v3 · 2024-11-13 · 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{PRKV3T2XSI2WITJQCRYBRAUJDX}

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

Vision-and-Language Navigation for UAVs: Progress, Challenges, and a Research Roadmap

Receipt and verification

First computed	2026-07-05T09:48:37.006654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c555dcf579235644d3014701882891de22f23c377d6bc087d8e17b0b8d1fff3

Aliases

arxiv: 2411.08299 · arxiv_version: 2411.08299v3 · doi: 10.48550/arxiv.2411.08299 · pith_short_12: PRKV3T2XSI2W · pith_short_16: PRKV3T2XSI2WITJQ · pith_short_8: PRKV3T2X

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/PRKV3T2XSI2WITJQCRYBRAUJDX \
  | 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: 7c555dcf579235644d3014701882891de22f23c377d6bc087d8e17b0b8d1fff3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5332ec2687df511ed5c135e59db6275ff174c1715c2cb0cc3c5c463a55d2d49f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-13T02:41:02Z",
    "title_canon_sha256": "a1c679be932a41e6f6d9f862152409a85a9649fa4ccda7607cbc53358d0f71eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.08299",
    "kind": "arxiv",
    "version": 3
  }
}