Pith Number

pith:MMSQL5FS

pith:2022:MMSQL5FS4LYTTLAHY2ZODFRPMX

not attested not anchored not stored refs pending

MPCFormer: fast, performant and private Transformer inference with MPC

Dacheng Li, Eric P. Xing, Han Guo, Hao Zhang, Hongyi Wang, Rulin Shao

arxiv:2211.01452 v2 · 2022-11-02 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MMSQL5FS4LYTTLAHY2ZODFRPMX}

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.

Cited by

2 papers in Pith

Private Vertical Federated Inference for Time-Series

Token Economics for LLM Agents: A Dual-View Study from Computing and Economics

Receipt and verification

First computed	2026-07-05T05:51:42.617945Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

632505f4b2e2f139ac07c6b2e1962f65e7b6eab66ee08cdff259ff69026e359f

Aliases

arxiv: 2211.01452 · arxiv_version: 2211.01452v2 · doi: 10.48550/arxiv.2211.01452 · pith_short_12: MMSQL5FS4LYT · pith_short_16: MMSQL5FS4LYTTLAH · pith_short_8: MMSQL5FS

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/MMSQL5FS4LYTTLAHY2ZODFRPMX \
  | 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: 632505f4b2e2f139ac07c6b2e1962f65e7b6eab66ee08cdff259ff69026e359f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c206440eb5a22cd420267385b40869be2deed8f1d81ba9f52decf581b676cee9",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-02T19:43:22Z",
    "title_canon_sha256": "2a41cc13e7fe5207e1cff5c6b43ccd423b99d3da1e0fee880c76d720feede8d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01452",
    "kind": "arxiv",
    "version": 2
  }
}