Pith Number

pith:ZDX4EQNL

pith:2026:ZDX4EQNLD6VNSTU5MO3KX3XN5F

not attested not anchored not stored refs pending

From Noise to Signal: Improving Security Log Anomaly Detection Using LLMs with Endpoint-Specific Logs

Christopher Henshaw, Gour Karmakar

arxiv:2608.19938 v1 · 2026-08-20 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZDX4EQNLD6VNSTU5MO3KX3XN5F}

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.

Receipt and verification

First computed	2026-08-21T01:20:36.458239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8efc241ab1faad94e9d63b6abeeede97610ece4ec3219d5eb4c527d86722e04

Aliases

arxiv: 2608.19938 · arxiv_version: 2608.19938v1 · doi: 10.48550/arxiv.2608.19938 · pith_short_12: ZDX4EQNLD6VN · pith_short_16: ZDX4EQNLD6VNSTU5 · pith_short_8: ZDX4EQNL

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/ZDX4EQNLD6VNSTU5MO3KX3XN5F \
  | 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: c8efc241ab1faad94e9d63b6abeeede97610ece4ec3219d5eb4c527d86722e04

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5e4b59d1ac9fce7047c1a70602ff2e643584e03a902c7060e99ed2084405520",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-08-20T11:54:56Z",
    "title_canon_sha256": "3e335d75eaf627a613f2586f617e014383f2e0e6b307e45113f438b4d5fb7b39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.19938",
    "kind": "arxiv",
    "version": 1
  }
}