Pith Number

pith:UYPVJX2H

pith:2020:UYPVJX2HLVCUA5M3Y3ZYVP4L46

not attested not anchored not stored refs pending

Memory-Efficient Pipeline-Parallel DNN Training

Amar Phanishayee, Deepak Narayanan, Kaiyu Shi, Matei Zaharia, Xie Chen

arxiv:2006.09503 v3 · 2020-06-16 · cs.LG · cs.DC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UYPVJX2HLVCUA5M3Y3ZYVP4L46}

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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

4 papers in Pith

GIFT: Geometry-Informed Low-precision Gradient Communication for LLM Pretraining

A Readiness-Driven Runtime for Pipeline-Parallel Training under Runtime Variability

Efficient Training on Multiple Consumer GPUs with RoundPipe

Piper: Efficient Large-Scale MoE Training via Resource Modeling and Pipelined Hybrid Parallelism

Receipt and verification

First computed	2026-07-05T02:59:52.898337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a61f54df475d4540759bc6f38abf8be78052dfdbc50273eb2b58994fe58ec0ff

Aliases

arxiv: 2006.09503 · arxiv_version: 2006.09503v3 · doi: 10.48550/arxiv.2006.09503 · pith_short_12: UYPVJX2HLVCU · pith_short_16: UYPVJX2HLVCUA5M3 · pith_short_8: UYPVJX2H

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/UYPVJX2HLVCUA5M3Y3ZYVP4L46 \
  | 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: a61f54df475d4540759bc6f38abf8be78052dfdbc50273eb2b58994fe58ec0ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e386ffdb742082225684495496b00499ae6248ef94b4782fc2f2a07a8d0a0c8a",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-16T20:33:54Z",
    "title_canon_sha256": "d6e59f45561a0fe8af913ac8c27c7034ce4c0dc781f9a4d5949ebf589d6db0c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.09503",
    "kind": "arxiv",
    "version": 3
  }
}