Pith Number

pith:IX7Z6LRS

pith:2020:IX7Z6LRSDJRNOET2JA4SEPLN2N

not attested not anchored not stored refs pending

Analyzing and Mitigating Data Stalls in DNN Training

Amar Phanishayee, Ashish Raniwala, Jayashree Mohan, Vijay Chidambaram

arxiv:2007.06775 v3 · 2020-07-14 · cs.DC · cs.LG · cs.OS

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\usepackage{pith}
\pithnumber{IX7Z6LRSDJRNOET2JA4SEPLN2N}

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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

Efficient Unified Caching for Accelerating Heterogeneous AI Workloads

Receipt and verification

First computed	2026-07-05T02:07:48.330640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45ff9f2e321a62d7127a4839223d6dd341735abf53d011c611daee6f96390c38

Aliases

arxiv: 2007.06775 · arxiv_version: 2007.06775v3 · doi: 10.48550/arxiv.2007.06775 · pith_short_12: IX7Z6LRSDJRN · pith_short_16: IX7Z6LRSDJRNOET2 · pith_short_8: IX7Z6LRS

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/IX7Z6LRSDJRNOET2JA4SEPLN2N \
  | 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: 45ff9f2e321a62d7127a4839223d6dd341735abf53d011c611daee6f96390c38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf47724e11dce4803d6b986333ffc35e3ae7aa82ad219c53ca8842af7515a258",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.OS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2020-07-14T02:16:56Z",
    "title_canon_sha256": "940c3e3f0aad18b56fd9e199cc0fa5a898adfd9caed6c95e2338cde0bf130abe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.06775",
    "kind": "arxiv",
    "version": 3
  }
}