Pith Number

pith:RZMENN6W

pith:2022:RZMENN6WT7HXPLMZIRIDNUPAPU

not attested not anchored not stored refs pending

Attention Based Neural Networks for Wireless Channel Estimation

Dianxin Luan, John Thompson

arxiv:2204.13465 v1 · 2022-04-28 · eess.SP · 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{RZMENN6WT7HXPLMZIRIDNUPAPU}

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

AdaFortiTran: An Adaptive Transformer Model for Robust OFDM Channel Estimation

Receipt and verification

First computed	2026-07-05T04:18:35.219659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e5846b7d69fcf77ad99445036d1e07d2162f0f5def7adac7dd5648ba57e7d4b

Aliases

arxiv: 2204.13465 · arxiv_version: 2204.13465v1 · doi: 10.48550/arxiv.2204.13465 · pith_short_12: RZMENN6WT7HX · pith_short_16: RZMENN6WT7HXPLMZ · pith_short_8: RZMENN6W

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/RZMENN6WT7HXPLMZIRIDNUPAPU \
  | 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: 8e5846b7d69fcf77ad99445036d1e07d2162f0f5def7adac7dd5648ba57e7d4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02ea9924516c0bb0fef19eb3f6dc424bdedf146c797684b457033b4f8b6ff122",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2022-04-28T12:54:19Z",
    "title_canon_sha256": "6b303ae5e92187c400a44114b758d40e0dfd629490becf4c4cf8ae8ecfb4c64f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.13465",
    "kind": "arxiv",
    "version": 1
  }
}