Pith Number

pith:E7APLJD7

pith:2025:E7APLJD7PCVQXTS52KXBFXXD6B

not attested not anchored not stored refs pending

A CGAN-LSTM-Based Framework for Time-Varying Non-Stationary Channel Modeling

Bo Ai, Haoxiang Zhang, Jiahui Han, Keying Guo, Mi Yang, Ruifeng Chen, Ruisi He, Yuxin Zhang

arxiv:2503.13468 v1 · 2025-03-03 · eess.SP · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E7APLJD7PCVQXTS52KXBFXXD6B}

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	2026-07-05T10:33:10.630622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27c0f5a47f78ab0bce5dd2ae12dee3f051396a39941349af98fce3eb7211e02d

Aliases

arxiv: 2503.13468 · arxiv_version: 2503.13468v1 · doi: 10.48550/arxiv.2503.13468 · pith_short_12: E7APLJD7PCVQ · pith_short_16: E7APLJD7PCVQXTS5 · pith_short_8: E7APLJD7

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/E7APLJD7PCVQXTS52KXBFXXD6B \
  | 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: 27c0f5a47f78ab0bce5dd2ae12dee3f051396a39941349af98fce3eb7211e02d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b94e11dbfde10d9dffc647f02ca81b71c2bf641cc4d13619ae13d53fda2ab93",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-03-03T03:27:45Z",
    "title_canon_sha256": "32d73c1ad808ad5e69b6b4817d3ed706765d101ebc02556ed4c05ae8cb9c370d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13468",
    "kind": "arxiv",
    "version": 1
  }
}