Pith Number

pith:UEH2M554

pith:2024:UEH2M554HQ6JF2FLDDO5H5B4AW

not attested not anchored not stored refs pending

Fastrack: Fast IO for Secure ML using GPU TEEs

Jonghyun Lee, Murali Annavaram, Rachit Rajat, Tingting Tang, Yongqin Wang

arxiv:2410.15240 v1 · 2024-10-20 · cs.CR · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UEH2M554HQ6JF2FLDDO5H5B4AW}

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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

Characterization of GPU TEE Overheads in Distributed Data Parallel ML Training

Receipt and verification

First computed	2026-07-05T09:23:16.424178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a10fa677bc3c3c92e8ab18ddd3f43c05afcf41898b657ddc80f0c2698f939735

Aliases

arxiv: 2410.15240 · arxiv_version: 2410.15240v1 · doi: 10.48550/arxiv.2410.15240 · pith_short_12: UEH2M554HQ6J · pith_short_16: UEH2M554HQ6JF2FL · pith_short_8: UEH2M554

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/UEH2M554HQ6JF2FLDDO5H5B4AW \
  | 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: a10fa677bc3c3c92e8ab18ddd3f43c05afcf41898b657ddc80f0c2698f939735

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "917cc9c0d395d0ed61b4754c342f2a5dd09fabc808b49096edbbc2b13720d3b3",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-10-20T01:00:33Z",
    "title_canon_sha256": "2a8f852d460576ca6589b2736163c42f9f584e0224a604283e59ce49e02c6330"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15240",
    "kind": "arxiv",
    "version": 1
  }
}