Pith Number

pith:KVSRY4QM

pith:2024:KVSRY4QMEU4GU7OF4G6ZLREDPW

not attested not anchored not stored refs pending

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models

Jihong Park, Jinhyuk Kim, Seong-Lyun Kim, Seungeun Oh, Seung-Woo Ko, Tony Q. S. Quek

arxiv:2412.12687 v3 · 2024-12-17 · cs.LG · cs.DC · cs.IT · cs.NI · eess.SP · 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{KVSRY4QMEU4GU7OF4G6ZLREDPW}

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

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding

Receipt and verification

First computed	2026-07-05T10:33:41.363763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55651c720c25386a7dc5e1bd95c4837db2fe4238e2ce7ce30d53b33c3a0113f2

Aliases

arxiv: 2412.12687 · arxiv_version: 2412.12687v3 · doi: 10.48550/arxiv.2412.12687 · pith_short_12: KVSRY4QMEU4G · pith_short_16: KVSRY4QMEU4GU7OF · pith_short_8: KVSRY4QM

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/KVSRY4QMEU4GU7OF4G6ZLREDPW \
  | 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: 55651c720c25386a7dc5e1bd95c4837db2fe4238e2ce7ce30d53b33c3a0113f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e42c651865d95031375507d98acfe2c5562b1b4f47356d5f6c29c73ccb2335b6",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.IT",
      "cs.NI",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-17T09:08:18Z",
    "title_canon_sha256": "d994f6cc87258ad312db6be9b5c11fbd683fb6891806698196bba3255203c90b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12687",
    "kind": "arxiv",
    "version": 3
  }
}