Pith Number

pith:VFJE5R3V

pith:2024:VFJE5R3VU2OM6VFZWNSOAJ2CEF

not attested not anchored not stored refs pending

Practical offloading for fine-tuning LLM on commodity GPU via learned sparse projectors

Phillip B. Gibbons, Siyuan Chen, Yudong Liu, Zelong Guan, Zhuofeng Wang

arxiv:2406.10181 v2 · 2024-06-14 · 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{VFJE5R3VU2OM6VFZWNSOAJ2CEF}

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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

Memory Offloading for Large Language Model Inference with Latency SLO Guarantees

Receipt and verification

First computed	2026-07-05T10:11:20.920121Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9524ec775a69ccf54b9b364e02742216d2eba46dc64442d5d38c31f09209ce3

Aliases

arxiv: 2406.10181 · arxiv_version: 2406.10181v2 · doi: 10.48550/arxiv.2406.10181 · pith_short_12: VFJE5R3VU2OM · pith_short_16: VFJE5R3VU2OM6VFZ · pith_short_8: VFJE5R3V

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/VFJE5R3VU2OM6VFZWNSOAJ2CEF \
  | 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: a9524ec775a69ccf54b9b364e02742216d2eba46dc64442d5d38c31f09209ce3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "384ba20dc929310ce8b4bd104cc072e3ab082fb0d1a0e285aabcff6c287379ff",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-06-14T16:59:11Z",
    "title_canon_sha256": "e3c8bb4097586712222fa869edffc94d4d5c55d67921fbc3e31e068c4c160f44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.10181",
    "kind": "arxiv",
    "version": 2
  }
}