Pith Number

pith:ATMVOZC2

pith:2025:ATMVOZC2QCTNH4TG5TRQ3BBF7D

not attested not anchored not stored refs pending

On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message Passing

Jianwei Wang, Kai Wang, Wenjie Zhang, Xiwei Xu, Xuemin Lin, Ying Zhang

arxiv:2501.02191 v1 · 2025-01-04 · cs.LG · cs.SI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ATMVOZC2QCTNH4TG5TRQ3BBF7D}

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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

Collaborative Large and Small Language Models for Accurate and Scalable Data Repair

Receipt and verification

First computed	2026-07-05T09:57:03.519172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04d957645a80a6d3f266ece30d8425f8d165790f2396ddd08ac6cbdf83c48f5d

Aliases

arxiv: 2501.02191 · arxiv_version: 2501.02191v1 · doi: 10.48550/arxiv.2501.02191 · pith_short_12: ATMVOZC2QCTN · pith_short_16: ATMVOZC2QCTNH4TG · pith_short_8: ATMVOZC2

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/ATMVOZC2QCTNH4TG5TRQ3BBF7D \
  | 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: 04d957645a80a6d3f266ece30d8425f8d165790f2396ddd08ac6cbdf83c48f5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78a261a6d32ecdef63f8c5fd726bd640663a46d292e58cae27ca31b98ab6ebe2",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-04T05:05:44Z",
    "title_canon_sha256": "ef647e2a40b4e8bfa8312c1878371c16bdc94d1eac5ff8cc51789b3407ec0dda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02191",
    "kind": "arxiv",
    "version": 1
  }
}