Pith Number

pith:6BX63FV2

pith:2024:6BX63FV2JPSLDJKIS3EA4X7HCA

not attested not anchored not stored refs pending

FGATT: A Robust Framework for Wireless Data Imputation Using Fuzzy Graph Attention Networks and Transformer Encoders

Chang Xue, Dongwen Luo, Jinming Xing, Ruilin Xing

arxiv:2412.01979 v2 · 2024-12-02 · cs.LG · cs.IR · cs.NE

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

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\usepackage{pith}
\pithnumber{6BX63FV2JPSLDJKIS3EA4X7HCA}

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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

Enhanced Convolutional Neural Networks for Improved Image Classification

Receipt and verification

First computed	2026-07-05T10:08:25.682103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f06fed96ba4be4b1a54896c80e5fe7102aa7fbd2b6ac6593dd5ac86dfa34089b

Aliases

arxiv: 2412.01979 · arxiv_version: 2412.01979v2 · doi: 10.48550/arxiv.2412.01979 · pith_short_12: 6BX63FV2JPSL · pith_short_16: 6BX63FV2JPSLDJKI · pith_short_8: 6BX63FV2

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/6BX63FV2JPSLDJKIS3EA4X7HCA \
  | 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: f06fed96ba4be4b1a54896c80e5fe7102aa7fbd2b6ac6593dd5ac86dfa34089b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66bf2beddf6eb1cd16ba5df59f57faec6b389efa94d5c31006feb3b83e17f5e2",
    "cross_cats_sorted": [
      "cs.IR",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T21:16:47Z",
    "title_canon_sha256": "cdb1b5b0ea03624c707c5b1dcfffa0ba3994cc2536c37b3473b8598b4f8312f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01979",
    "kind": "arxiv",
    "version": 2
  }
}