pith. machine review for the scientific record. sign in
Pith Number

pith:SPFEFDW5

pith:2018:SPFEFDW5C7SMYOXPPVE55GZP6X
not attested not anchored not stored refs pending

Detecting Deceptive Reviews using Generative Adversarial Networks

Aravind Machiry, Christopher Kruegel, Giovanni Vigna, Hojjat Aghakhani, Shirin Nilizadeh

arxiv:1805.10364 v1 · 2018-05-25 · cs.CR · cs.AI · cs.CL · cs.IR · cs.LG

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 2026-05-18T00:14:52.800811Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

93ca428edd17e4cc3aef7d49de9b2ff5fe020a4785dd57c751cf3892e6b75006

Aliases

arxiv: 1805.10364 · arxiv_version: 1805.10364v1 · doi: 10.48550/arxiv.1805.10364 · pith_short_12: SPFEFDW5C7SM · pith_short_16: SPFEFDW5C7SMYOXP · pith_short_8: SPFEFDW5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SPFEFDW5C7SMYOXPPVE55GZP6X \
  | 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: 93ca428edd17e4cc3aef7d49de9b2ff5fe020a4785dd57c751cf3892e6b75006
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "faeb575f10ffdeca846078c41a909f9b48151b072a79351a7b3fdd6e5870f983",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2018-05-25T21:06:56Z",
    "title_canon_sha256": "9729278ce3106561092d0a742b0a6b8c11c2b68094e5e235700423237c16be03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.10364",
    "kind": "arxiv",
    "version": 1
  }
}