pith. sign in
Pith Number

pith:MR6O4MDS

pith:2026:MR6O4MDS7HTMEMJYU5YKUGW5QZ
not attested not anchored not stored refs pending

Convergence Theory for Iterative LLM-Based Neural Architecture Search: A Parametric Cross-Entropy Framework with Closed-Form Proxy Reliability

Dmitry Ignatov, Radu Timofte, Santosh Premi Adhikari

arxiv:2605.30103 v1 · 2026-05-28 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MR6O4MDS7HTMEMJYU5YKUGW5QZ}

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 2026-05-29T02:06:09.903221Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

647cee3072f9e6c23138a770aa1add86776c025b05c6b585e9bfd544df8cc126

Aliases

arxiv: 2605.30103 · arxiv_version: 2605.30103v1 · doi: 10.48550/arxiv.2605.30103 · pith_short_12: MR6O4MDS7HTM · pith_short_16: MR6O4MDS7HTMEMJY · pith_short_8: MR6O4MDS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MR6O4MDS7HTMEMJYU5YKUGW5QZ \
  | 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: 647cee3072f9e6c23138a770aa1add86776c025b05c6b585e9bfd544df8cc126
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "759f9133cca8560afe7c80f414496846df7f95b74edb2d1f0bdeb3668e727982",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-28T15:45:19Z",
    "title_canon_sha256": "09cdfb1903c814d6b361d19b5209c4551c2cf0945971aca00637cb45fcc78487"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.30103",
    "kind": "arxiv",
    "version": 1
  }
}