Pith Number

pith:AGVVBEE4

pith:2024:AGVVBEE44XANBDMXNMXEOZPHVV

not attested not anchored not stored refs pending

Noise Contrastive Estimation-based Matching Framework for Low-Resource Security Attack Pattern Recognition

Alexander Neth, Nedim \v{S}rndi\'c, Tu Nguyen

arxiv:2401.10337 v4 · 2024-01-18 · cs.LG · cs.AI · cs.CL · 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{AGVVBEE44XANBDMXNMXEOZPHVV}

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	2026-07-05T11:42:52.351193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01ab50909ce5c0d08d976b2e4765e7ad6cdc796be777dfe54a2ff1cd29610375

Aliases

arxiv: 2401.10337 · arxiv_version: 2401.10337v4 · doi: 10.48550/arxiv.2401.10337 · pith_short_12: AGVVBEE44XAN · pith_short_16: AGVVBEE44XANBDMX · pith_short_8: AGVVBEE4

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/AGVVBEE44XANBDMXNMXEOZPHVV \
  | 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: 01ab50909ce5c0d08d976b2e4765e7ad6cdc796be777dfe54a2ff1cd29610375

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4bd1fa44aee6d6a6338d58a256763152a1c709306dccbb28f2b53444a4764fab",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-18T19:02:00Z",
    "title_canon_sha256": "44aaac6670804927a8725fb2d6a16363b143c22c19bb65b837a1baeeee3219e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.10337",
    "kind": "arxiv",
    "version": 4
  }
}