Pith Number

pith:TVRU2JGU

pith:2024:TVRU2JGUQAY4MK4JOGUXBRFWFJ

not attested not anchored not stored refs pending

FRED: Flexible REduction-Distribution Interconnect and Communication Implementation for Wafer-Scale Distributed Training of DNN Models

Puneet Gupta, Saeed Rashidi, Sudarshan Srinivasan, Tushar Krishna, William Won

arxiv:2406.19580 v2 · 2024-06-28 · cs.AR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TVRU2JGUQAY4MK4JOGUXBRFWFJ}

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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

MOCAP: Wafer-Scale-Chip-Oriented Memory-Orchestrated Chunked Pipelining Framework for Prefill-Only LLM Inference

Receipt and verification

First computed	2026-07-05T11:18:13.055376Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d634d24d48031c62b8971a970c4b62a4c0a4fce31460f2001707b8621791404

Aliases

arxiv: 2406.19580 · arxiv_version: 2406.19580v2 · doi: 10.48550/arxiv.2406.19580 · pith_short_12: TVRU2JGUQAY4 · pith_short_16: TVRU2JGUQAY4MK4J · pith_short_8: TVRU2JGU

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/TVRU2JGUQAY4MK4JOGUXBRFWFJ \
  | 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: 9d634d24d48031c62b8971a970c4b62a4c0a4fce31460f2001707b8621791404

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28169dad315a657351ffc35b93f8e59bc11d48340cbaff14b2a1f68968a204ab",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-06-28T00:05:53Z",
    "title_canon_sha256": "4a6d194b45d1ea1da2fb9f820864cfe27e026ad1e8deb0866ba91c749505d432"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.19580",
    "kind": "arxiv",
    "version": 2
  }
}