Pith Number

pith:RQP6A5FR

pith:2025:RQP6A5FRCKMODUL4LYBMJU6SBS

not attested not anchored not stored refs pending

PipeOffload: Improving Scalability of Pipeline Parallelism with Memory Optimization

Guangxing Huang, Jialin Li, Min Lin, Penghui Qi, Xinyi Wan

arxiv:2503.01328 v2 · 2025-03-03 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RQP6A5FRCKMODUL4LYBMJU6SBS}

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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

2 papers in Pith

GNMR: Runtime Stability Control for Low-Precision Large Language Model Training

PipeMax: Enhancing Offline LLM Inference on Commodity GPU Servers

Receipt and verification

First computed	2026-07-05T11:29:07.534187Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c1fe074b11298e1d17c5e02c4d3d20cb037e6abb85c22e7724f12f73d215a39

Aliases

arxiv: 2503.01328 · arxiv_version: 2503.01328v2 · doi: 10.48550/arxiv.2503.01328 · pith_short_12: RQP6A5FRCKMO · pith_short_16: RQP6A5FRCKMODUL4 · pith_short_8: RQP6A5FR

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/RQP6A5FRCKMODUL4LYBMJU6SBS \
  | 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: 8c1fe074b11298e1d17c5e02c4d3d20cb037e6abb85c22e7724f12f73d215a39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ee3b444ba462f6c20acc40a6f5a693b8406d87ec538bb6050406ebb9f3035de",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-03T09:11:06Z",
    "title_canon_sha256": "73dd25d38168398af05ca72d58baeffdc756a7dff8c1d1bf6a0a88defd38fb59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01328",
    "kind": "arxiv",
    "version": 2
  }
}