Pith Number

pith:TLGG5I26

pith:2023:TLGG5I26YSYBAVENICL5EOAGHX

not attested not anchored not stored refs pending

MTrainS: Improving DLRM training efficiency using heterogeneous memories

Andrew Tulloch, Dheevatsa Mudigere, Ehsan K. Ardestani, Hiwot Tadese Kassa, Jason Akers, Jongsoo Park, Mrinmoy Ghosh, Paul Johnson, Ronald Dreslinski, Xing Liu

arxiv:2305.01515 v1 · 2023-04-19 · cs.IR · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TLGG5I26YSYBAVENICL5EOAGHX}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T06:06:26.573759Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9acc6ea35ec4b010548d4097d238063dfa307ac86d4af1effc7d50fd3261ecdc

Aliases

arxiv: 2305.01515 · arxiv_version: 2305.01515v1 · doi: 10.48550/arxiv.2305.01515 · pith_short_12: TLGG5I26YSYB · pith_short_16: TLGG5I26YSYBAVEN · pith_short_8: TLGG5I26

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/TLGG5I26YSYBAVENICL5EOAGHX \
  | 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: 9acc6ea35ec4b010548d4097d238063dfa307ac86d4af1effc7d50fd3261ecdc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9837740893acb38c1e1691a59439a37bd968c393cec3fe5387a3461fe58b7425",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-04-19T06:06:06Z",
    "title_canon_sha256": "8731bf675def5c02e6af5703b84ca7f1e58ac5718b0e39b662d12b119c3a07e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.01515",
    "kind": "arxiv",
    "version": 1
  }
}