Pith Number

pith:WXGAP5ME

pith:2025:WXGAP5MECDC5CAS6P4EPXYLTHL

not attested not anchored not stored refs pending

Minions: Cost-efficient Collaboration Between On-device and Cloud Language Models

Avanika Narayan, Avner May, Christopher Re, Dan Biderman, James Zou, Sabri Eyuboglu, Scott Linderman

arxiv:2502.15964 v1 · 2025-02-21 · cs.LG · cs.AI · cs.CL · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WXGAP5MECDC5CAS6P4EPXYLTHL}

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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

5 papers in Pith

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Parcae: Scaling Laws For Stable Looped Language Models

Receipt and verification

First computed	2026-07-05T10:20:19.906972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5cc07f58410c5d1025e7f08fbe1733ae7b3173c7e006e7d79f555507630bb40

Aliases

arxiv: 2502.15964 · arxiv_version: 2502.15964v1 · doi: 10.48550/arxiv.2502.15964 · pith_short_12: WXGAP5MECDC5 · pith_short_16: WXGAP5MECDC5CAS6 · pith_short_8: WXGAP5ME

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/WXGAP5MECDC5CAS6P4EPXYLTHL \
  | 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: b5cc07f58410c5d1025e7f08fbe1733ae7b3173c7e006e7d79f555507630bb40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62e79f313f2af8dda4780c48f46b9c40bed16e7b92acf3500c5ced4ed3523489",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-21T21:54:40Z",
    "title_canon_sha256": "80314a219f01aeba9de43bfba6eddc7e1b9afe5bd3b1fd28b1fc6a6759d57185"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15964",
    "kind": "arxiv",
    "version": 1
  }
}