Pith. sign in
Pith Number

pith:WDCJYHN2

pith:2025:WDCJYHN2HPV53WQETHXE2XQOV5
not attested not anchored not stored refs pending

AutoIOT: LLM-Driven Automated Natural Language Programming for AIoT Applications

Leming Shen, Mo Li, Qiang Yang, Yuanqing Zheng

arxiv:2503.05346 v1 · 2025-03-07 · cs.CL · cs.AI · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WDCJYHN2HPV53WQETHXE2XQOV5}

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

Receipt and verification
First computed 2026-07-05T10:26:26.900387Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b0c49c1dba3bebddda0499ee4d5e0eaf4322c9d0936a18c778b7195c9d083bae

Aliases

arxiv: 2503.05346 · arxiv_version: 2503.05346v1 · doi: 10.48550/arxiv.2503.05346 · pith_short_12: WDCJYHN2HPV5 · pith_short_16: WDCJYHN2HPV53WQE · pith_short_8: WDCJYHN2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WDCJYHN2HPV53WQETHXE2XQOV5 \
  | 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: b0c49c1dba3bebddda0499ee4d5e0eaf4322c9d0936a18c778b7195c9d083bae
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "aefc8416fdc1b6639f4e29b3be64de4322724145af9bbb2ff248b95903f40e80",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-07T11:40:52Z",
    "title_canon_sha256": "b9e70e91b66e5ba287e2b041d0c720024e0ba1c8dde4727a74910ad7df58a5ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05346",
    "kind": "arxiv",
    "version": 1
  }
}