Pith Number

pith:UCF5VD72

pith:2026:UCF5VD72PKZ5IY5TXIZU3C4ROP

not attested not anchored not stored refs pending

Adaptive Intrusion Detection System using Transformer-Based Neural Networks and Continual Learning Approach with Adversarial Investigation

Afif Haris, Azizi Ariffin, Faiz Zaki, Hazim Hanif, Nor Badrul Anuar

arxiv:2608.04602 v1 · 2026-08-05 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UCF5VD72PKZ5IY5TXIZU3C4ROP}

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	2026-08-06T01:36:14.968578Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a08bda8ffa7ab3d463b3ba334d8b9173f6892e88de8472f170d80b5b5478c337

Aliases

arxiv: 2608.04602 · arxiv_version: 2608.04602v1 · doi: 10.48550/arxiv.2608.04602 · pith_short_12: UCF5VD72PKZ5 · pith_short_16: UCF5VD72PKZ5IY5T · pith_short_8: UCF5VD72

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/UCF5VD72PKZ5IY5TXIZU3C4ROP \
  | 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: a08bda8ffa7ab3d463b3ba334d8b9173f6892e88de8472f170d80b5b5478c337

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2534ddd407aef40df5bded8a9c5859b7d6320acc6174b3bab403e13cc4d77d2e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-08-05T09:06:45Z",
    "title_canon_sha256": "294094a8ab20eca39b0605794afd937429a915b7132e65b6d088c62fa16e123b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.04602",
    "kind": "arxiv",
    "version": 1
  }
}