Pith Number

pith:HWKYF2KY

pith:2025:HWKYF2KY3AFVFPPU3HLOXR4XW4

not attested not anchored not stored refs pending

Consolidating TinyML Lifecycle with Large Language Models: Reality, Illusion, or Opportunity?

Guanghan Wu, Roberto Morabito, Sasu Tarkoma

arxiv:2501.12420 v2 · 2025-01-20 · cs.SE · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HWKYF2KY3AFVFPPU3HLOXR4XW4}

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	2026-07-05T10:44:42.535612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d9582e958d80b52bdf4d9d6ebc797b71105bd232c77317041aeeb0b32c61f12

Aliases

arxiv: 2501.12420 · arxiv_version: 2501.12420v2 · doi: 10.48550/arxiv.2501.12420 · pith_short_12: HWKYF2KY3AFV · pith_short_16: HWKYF2KY3AFVFPPU · pith_short_8: HWKYF2KY

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/HWKYF2KY3AFVFPPU3HLOXR4XW4 \
  | 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: 3d9582e958d80b52bdf4d9d6ebc797b71105bd232c77317041aeeb0b32c61f12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2839d88180631b3f697eee088af7255703a5ae227f547dc8ade5a855051f8ce3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-20T22:20:57Z",
    "title_canon_sha256": "53ace9b8de08d0aa61f2262916af04f3592ba031f9d24a5eaada734b3626bd3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12420",
    "kind": "arxiv",
    "version": 2
  }
}