Pith Number

pith:ZEPCWWFK

pith:2025:ZEPCWWFKE4LIVGFRNRLK75TFQQ

not attested not anchored not stored refs pending

Multi-objective Low-altitude IRS-assisted ISAC Optimization via Generative AI-enhanced Deep Reinforcement Learning

Chuang Zhang, Geng Sun, Hongyang Du, Kaibin Huang, Victor C. M. Leung, Wenwen Xie

arxiv:2502.10687 v3 · 2025-02-15 · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZEPCWWFKE4LIVGFRNRLK75TFQQ}

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

2 papers in Pith

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

The Role of ISAC in 6G Networks: Enabling Next-Generation Wireless Systems

Receipt and verification

First computed	2026-06-30T01:16:22.720960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c91e2b58aa27168a98b16c56aff6658435084c624790ec0a937c7186c47e0d76

Aliases

arxiv: 2502.10687 · arxiv_version: 2502.10687v3 · doi: 10.48550/arxiv.2502.10687 · pith_short_12: ZEPCWWFKE4LI · pith_short_16: ZEPCWWFKE4LIVGFR · pith_short_8: ZEPCWWFK

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/ZEPCWWFKE4LIVGFRNRLK75TFQQ \
  | 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: c91e2b58aa27168a98b16c56aff6658435084c624790ec0a937c7186c47e0d76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9255fac96728378a205a35507dccf915fd5e63a4dd7e2a2d5fa01b81defa7074",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-02-15T06:16:26Z",
    "title_canon_sha256": "1438141549bc8b1bb48b121ceac342cebbd8a9973b5b5d73296dda4c380ddca2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10687",
    "kind": "arxiv",
    "version": 3
  }
}