Pith Number

pith:PINXN6S6

pith:2024:PINXN6S64PYCSPGF34JJ4EVQVX

not attested not anchored not stored refs pending

TPI-LLM: Serving 70B-scale LLMs Efficiently on Low-resource Edge Devices

Hongfang Yu, Mohsen Guizani, Wenjiao Feng, Zonghang Li

arxiv:2410.00531 v1 · 2024-10-01 · cs.DC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PINXN6S64PYCSPGF34JJ4EVQVX}

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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

Scaling behavior of large language models in emotional safety classification across sizes and tasks

Receipt and verification

First computed	2026-07-05T09:14:06.213578Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a1b76fa5ee3f0293cc5df129e12b0ade76857cc1a1a3c7221d08d660eec5dfc

Aliases

arxiv: 2410.00531 · arxiv_version: 2410.00531v1 · doi: 10.48550/arxiv.2410.00531 · pith_short_12: PINXN6S64PYC · pith_short_16: PINXN6S64PYCSPGF · pith_short_8: PINXN6S6

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/PINXN6S64PYCSPGF34JJ4EVQVX \
  | 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: 7a1b76fa5ee3f0293cc5df129e12b0ade76857cc1a1a3c7221d08d660eec5dfc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "edc128c185a39dcc92e7d9e78bd60a9e40beea67d5a33109c3561a99ceb5143a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-10-01T09:18:56Z",
    "title_canon_sha256": "56749b739942dcf7f8bd8bc8256d730265464fac9c9d9c49775a87b9d2361469"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.00531",
    "kind": "arxiv",
    "version": 1
  }
}