Pith Number

pith:OUMENITZ

pith:2024:OUMENITZW2QBFBEEWFADU2RZSQ

not attested not anchored not stored refs pending

Galaxy: A Resource-Efficient Collaborative Edge AI System for In-situ Transformer Inference

Jiangsu Du, Liekang Zeng, Shengyuan Ye, Wenzhong Ou, Xiaowen Chu, Xu Chen, Yutong Lu

arxiv:2405.17245 v1 · 2024-05-27 · cs.DC · cs.AI · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OUMENITZW2QBFBEEWFADU2RZSQ}

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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	2026-07-05T08:23:41.761045Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

751846a279b6a0128484b1403a6a39942302d5343472d31e7f14583c47687557

Aliases

arxiv: 2405.17245 · arxiv_version: 2405.17245v1 · doi: 10.48550/arxiv.2405.17245 · pith_short_12: OUMENITZW2QB · pith_short_16: OUMENITZW2QBFBEE · pith_short_8: OUMENITZ

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/OUMENITZW2QBFBEEWFADU2RZSQ \
  | 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: 751846a279b6a0128484b1403a6a39942302d5343472d31e7f14583c47687557

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "590fa274c1f7a0c732b6ecc5b091d5dd18a30dd8e2f7824cf6393935555d8d46",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-05-27T15:01:04Z",
    "title_canon_sha256": "555c8208f8ee162914113dcf0ddfad8247620b4462da8ac9a33fe18c11e7ae5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17245",
    "kind": "arxiv",
    "version": 1
  }
}