Pith Number

pith:D6ZJKLI3

pith:2025:D6ZJKLI3TCVLHE7J7NZ7XN77LD

not attested not anchored not stored refs pending

Meta-Learning for Speeding Up Large Model Inference in Decentralized Environments

Ahmad Farhan, Claudio Angione, Fielding Johnston, Harry Yang, James P. Buban, Patrick Colangelo, Yipeng Du, Yue Zhao, Yuzhe Yang, Zihao Wang

arxiv:2508.09194 v1 · 2025-08-08 · 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{D6ZJKLI3TCVLHE7J7NZ7XN77LD}

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	2026-07-05T11:53:09.766450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1fb2952d1b98aab393e9fb73fbb7ff58e82fc5db8168864f0fa7076990668ba6

Aliases

arxiv: 2508.09194 · arxiv_version: 2508.09194v1 · doi: 10.48550/arxiv.2508.09194 · pith_short_12: D6ZJKLI3TCVL · pith_short_16: D6ZJKLI3TCVLHE7J · pith_short_8: D6ZJKLI3

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/D6ZJKLI3TCVLHE7J7NZ7XN77LD \
  | 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: 1fb2952d1b98aab393e9fb73fbb7ff58e82fc5db8168864f0fa7076990668ba6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9bb6471247695061b8865123700dfa057ee271acfe203ad5fc3a9112568872f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-08T09:53:53Z",
    "title_canon_sha256": "43bd39478526296da3f460250d94f19e3b5640dd2c21a0d4a64447acf4041430"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09194",
    "kind": "arxiv",
    "version": 1
  }
}