Pith Number

pith:L4WZKXAP

pith:2025:L4WZKXAP4TGIZ7666IXRIFBU4L

not attested not anchored not stored refs pending

LLM-IFT: LLM-Powered Information Flow Tracking for Secure Hardware

Hadi Kamali, Kimia Azar, Mohammad Akyash, Nowfel Mashnoor

arxiv:2504.07015 v1 · 2025-04-09 · 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{L4WZKXAP4TGIZ7666IXRIFBU4L}

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

1 paper in Pith

Transformers for Secure Hardware Systems: Applications, Challenges, and Outlook

Receipt and verification

First computed	2026-07-05T10:46:49.929145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f2d955c0fe4cc8cffdef22f141434e2d736d5a0af79c957b7c036db5b2b384e

Aliases

arxiv: 2504.07015 · arxiv_version: 2504.07015v1 · doi: 10.48550/arxiv.2504.07015 · pith_short_12: L4WZKXAP4TGI · pith_short_16: L4WZKXAP4TGIZ766 · pith_short_8: L4WZKXAP

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/L4WZKXAP4TGIZ7666IXRIFBU4L \
  | 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: 5f2d955c0fe4cc8cffdef22f141434e2d736d5a0af79c957b7c036db5b2b384e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96515adf28777985657c29598fc9d39d7493e42229c5f67462844e1b94532ff2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-04-09T16:32:13Z",
    "title_canon_sha256": "53dac169d97bc1920b99f23f965f75b36ec61fa66eef73bbd08d331b03482fee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.07015",
    "kind": "arxiv",
    "version": 1
  }
}