Pith Number

pith:XPILMLRJ

pith:2026:XPILMLRJ625XSO3XSO3EDTAEFF

not attested not anchored not stored refs pending

LLMForge: Multi-Backend Hardware-Aware Neural Architecture Search with Infinite-Head Attention for Edge Language Models

Ben Laurie, Gregory Kielian, Junyi Luo, Kauna Lei, Mehdi Saligane, Ruichen Qi, Xinting Jiang

arxiv:2605.17653 v1 · 2026-05-17 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XPILMLRJ625XSO3XSO3EDTAEFF}

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	2026-05-20T00:04:50.755252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbd0b62e29f6bb793b7793b641cc042959b3ffe6ca6c3d2d25f5ed80ec57055f

Aliases

arxiv: 2605.17653 · arxiv_version: 2605.17653v1 · doi: 10.48550/arxiv.2605.17653 · pith_short_12: XPILMLRJ625X · pith_short_16: XPILMLRJ625XSO3X · pith_short_8: XPILMLRJ

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/XPILMLRJ625XSO3XSO3EDTAEFF \
  | 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: bbd0b62e29f6bb793b7793b641cc042959b3ffe6ca6c3d2d25f5ed80ec57055f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c5ee6dc2c7b14b4e6a94db6b4da7dd1baee7e8e0e2fe5e681ada116526c2dc4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-17T21:10:54Z",
    "title_canon_sha256": "d7fb1d8c58ce13c260d6f4774d7dbb35171eaf89dbfc0a1ba163f98beb8997a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17653",
    "kind": "arxiv",
    "version": 1
  }
}