Pith Number

pith:LD2OLONJ

pith:2024:LD2OLONJDURU5WBYVBJFJT6U6C

not attested not anchored not stored refs pending

A Systematic Review of Machine Learning Approaches for Detecting Deceptive Activities on Social Media: Methods, Challenges, and Biases

Jianglai Dai, Xiaorui Shen, Yexin Tian, Yeyubei Zhang, Yuchen Cao, Yunchong Liu, Zhongyan Wang

arxiv:2410.20293 v4 · 2024-10-26 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{LD2OLONJDURU5WBYVBJFJT6U6C}

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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

CL-ISR: A Contrastive Learning and Implicit Stance Reasoning Framework for Misleading Text Detection on Social Media

Receipt and verification

First computed	2026-07-05T11:25:04.862440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58f4e5b9a91d234ed838a85254cfd4f0a845d641c05cd8396442ec319ec026b3

Aliases

arxiv: 2410.20293 · arxiv_version: 2410.20293v4 · doi: 10.48550/arxiv.2410.20293 · pith_short_12: LD2OLONJDURU · pith_short_16: LD2OLONJDURU5WBY · pith_short_8: LD2OLONJ

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/LD2OLONJDURU5WBYVBJFJT6U6C \
  | 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: 58f4e5b9a91d234ed838a85254cfd4f0a845d641c05cd8396442ec319ec026b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e32ea962b34f0545dd372009b7eff17205d72fa205e35d21fe2481594fc1274",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-26T23:55:50Z",
    "title_canon_sha256": "e293b0cdac89c7df3257358d6a32bc1fba8ca40d8c8f9e1a1b0479cc7419ec9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20293",
    "kind": "arxiv",
    "version": 4
  }
}