Pith Number

pith:C5B5QJMQ

pith:2024:C5B5QJMQJHGWYP7F3AYR3256DP

not attested not anchored not stored refs pending

Optimizing ML Concurrent Computation and Communication with GPU DMA Engines

Anirudha Agrawal, Mahzabeen Islam, Shaizeen Aga, Suchita Pati

arxiv:2412.14335 v2 · 2024-12-18 · cs.AR · 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{C5B5QJMQJHGWYP7F3AYR3256DP}

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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

DMA-Latte: Expanding the Reach of DMA Offloads to Latency-bound ML Communication

Receipt and verification

First computed	2026-07-05T10:53:50.250253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1743d8259049cd6c3fe5d8311debbe1bcd2c15e9020772b24f4a8f61f646e65d

Aliases

arxiv: 2412.14335 · arxiv_version: 2412.14335v2 · doi: 10.48550/arxiv.2412.14335 · pith_short_12: C5B5QJMQJHGW · pith_short_16: C5B5QJMQJHGWYP7F · pith_short_8: C5B5QJMQ

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/C5B5QJMQJHGWYP7F3AYR3256DP \
  | 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: 1743d8259049cd6c3fe5d8311debbe1bcd2c15e9020772b24f4a8f61f646e65d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ae2a48c83c4c22d297d499ed57f79ecc820b95c912083a036999760c23879a6",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-12-18T21:09:08Z",
    "title_canon_sha256": "0cd0b332862d65541a19bf1f816b51d496cc1f83c03a1067737be1dbc07408e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14335",
    "kind": "arxiv",
    "version": 2
  }
}