Pith Number

pith:LMX5TPR4

pith:2025:LMX5TPR4PGTQPOKEFIOD3XTZYC

not attested not anchored not stored refs pending

Personalized Attacks of Social Engineering in Multi-turn Conversations: LLM Agents for Simulation and Detection

Anthony Hoogs, Arslan Basharat, Cameron Johnson, Huan Liu, Jadie Adams, Joshua Garland, Julia Hirschberg, Lin Ai, Matthias Kirchner, Tharindu Kumarage

arxiv:2503.15552 v2 · 2025-03-18 · cs.CR · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LMX5TPR4PGTQPOKEFIOD3XTZYC}

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

3 papers in Pith

When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents

An LLM-based Chain-of-Response Counter-Scam System

Agentic AI-Powered Re-Identification: An Emerging, Scalable Threat to Mobility Microdata Privacy

Receipt and verification

First computed	2026-07-05T12:07:05.423085Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b2fd9be3c79a707b9442a1c3dde79c08afbd23661f12155690be1d6d3910a9a

Aliases

arxiv: 2503.15552 · arxiv_version: 2503.15552v2 · doi: 10.48550/arxiv.2503.15552 · pith_short_12: LMX5TPR4PGTQ · pith_short_16: LMX5TPR4PGTQPOKE · pith_short_8: LMX5TPR4

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/LMX5TPR4PGTQPOKEFIOD3XTZYC \
  | 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: 5b2fd9be3c79a707b9442a1c3dde79c08afbd23661f12155690be1d6d3910a9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1fa7a4d1a5a99c8f7efce3e4cd11e1ace62cbe318c7044b776ffe7073a286cf2",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-03-18T19:14:44Z",
    "title_canon_sha256": "88ef0b73059b2d54b39217a1edceb217e71214e2ac3cd9b6128885c0ab76a461"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.15552",
    "kind": "arxiv",
    "version": 2
  }
}