Pith Number

pith:BOKP2F7R

pith:2025:BOKP2F7RV6CICMZ6AF5W6NWBBT

not attested not anchored not stored refs pending

LIFT: Automating Symbolic Execution Optimization with Large Language Models for AI Networks

Chunchi Liu, Kaidi Xu, Kun Li, Minghui Xu, Ruoxi Wang, Xiuzhen Cheng, Yinhao Xiao, Yue Zhang

arxiv:2507.04931 v1 · 2025-07-07 · 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{BOKP2F7RV6CICMZ6AF5W6NWBBT}

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	2026-07-05T11:33:06.721393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b94fd17f1af8481333e017b6f36c10cf25e9643ad47bdf1c62a016e638f2bd1

Aliases

arxiv: 2507.04931 · arxiv_version: 2507.04931v1 · doi: 10.48550/arxiv.2507.04931 · pith_short_12: BOKP2F7RV6CI · pith_short_16: BOKP2F7RV6CICMZ6 · pith_short_8: BOKP2F7R

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/BOKP2F7RV6CICMZ6AF5W6NWBBT \
  | 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: 0b94fd17f1af8481333e017b6f36c10cf25e9643ad47bdf1c62a016e638f2bd1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c37e54e3db30b49b193135b75e961cd7c8fe4bdf85eb436244812da7729b7d79",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-07T12:26:56Z",
    "title_canon_sha256": "3489f082db87e21fae1024176354caa3bbe56abde727220ed67ab329ff52edf8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04931",
    "kind": "arxiv",
    "version": 1
  }
}