Pith Number

pith:LUFF2TCA

pith:2025:LUFF2TCABN7DLH2I2LAV3KIY4F

not attested not anchored not stored refs pending

MoE$^2$: Optimizing Collaborative Inference for Edge Large Language Models

Howard H. Yang, Jian Wu, Lyudong Jin, Meng Zhang, Shurong Wang, Yanhan Li, Yanning Zhang

arxiv:2501.09410 v1 · 2025-01-16 · cs.NI · 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{LUFF2TCABN7DLH2I2LAV3KIY4F}

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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

1 paper in Pith

Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices

Receipt and verification

First computed	2026-07-05T10:01:46.541657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d0a5d4c400b7e359f48d2c15da918e148bc99b6ea1d3c75da7bd1c15714dd47

Aliases

arxiv: 2501.09410 · arxiv_version: 2501.09410v1 · doi: 10.48550/arxiv.2501.09410 · pith_short_12: LUFF2TCABN7D · pith_short_16: LUFF2TCABN7DLH2I · pith_short_8: LUFF2TCA

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/LUFF2TCABN7DLH2I2LAV3KIY4F \
  | 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: 5d0a5d4c400b7e359f48d2c15da918e148bc99b6ea1d3c75da7bd1c15714dd47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc8a25d6f103f904d873d2deea104e1ba6c0ebcd85e0d1e22b6469d7b4c9d7a3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-01-16T09:36:32Z",
    "title_canon_sha256": "bac112fc4524331a701b5da6ad77288d40a5b037375f739668ed8d9ac03fbdd5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09410",
    "kind": "arxiv",
    "version": 1
  }
}