Pith Number

pith:BLAVNDB5

pith:2024:BLAVNDB5VYBD44FWXRFMICBI7C

not attested not anchored not stored refs pending

Distributed Mixture-of-Agents for Edge Inference with Large Language Models

Priyanka Kaswan, Purbesh Mitra, Sennur Ulukus

arxiv:2412.21200 v1 · 2024-12-30 · cs.IT · cs.CL · cs.DC · cs.LG · cs.NI · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BLAVNDB5VYBD44FWXRFMICBI7C}

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.

Cited by

1 paper in Pith

Beyond Scaling: Agents Are Heading to the Edge

Receipt and verification

First computed	2026-07-05T09:55:28.752034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ac1568c3dae023e70b6bc4ac40828f8bc0f67050346797bbc748ce47b5a5bc9

Aliases

arxiv: 2412.21200 · arxiv_version: 2412.21200v1 · doi: 10.48550/arxiv.2412.21200 · pith_short_12: BLAVNDB5VYBD · pith_short_16: BLAVNDB5VYBD44FW · pith_short_8: BLAVNDB5

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/BLAVNDB5VYBD44FWXRFMICBI7C \
  | 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: 0ac1568c3dae023e70b6bc4ac40828f8bc0f67050346797bbc748ce47b5a5bc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9e34dd5a7e9e270f5cd9b5e7662634a43bbd4f77c360e3189c61013fe987396",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.DC",
      "cs.LG",
      "cs.NI",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2024-12-30T18:59:06Z",
    "title_canon_sha256": "b2bcd13ea752398183d3939d8127de9e2de131f13a1af3e82d6a34da6089263f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.21200",
    "kind": "arxiv",
    "version": 1
  }
}