Pith Number

pith:M77JWURE

pith:2025:M77JWUREQZAWPOO4C472XMKLA7

not attested not anchored not stored refs pending

Private Transformer Inference in MLaaS: A Survey

Jun Zhao, Liangxin Qian, Xinyu Zhou, Yang Li, Yitong Wang

arxiv:2505.10315 v1 · 2025-05-15 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M77JWUREQZAWPOO4C472XMKLA7}

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

1 paper in Pith

EncFormer: Secure and Efficient Transformer Inference over Encrypted Data

Receipt and verification

First computed	2026-07-05T11:03:36.838790Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67fe9b5224864167b9dc173fabb14b07c585e1ed31d8c3e2ecd808760262bb05

Aliases

arxiv: 2505.10315 · arxiv_version: 2505.10315v1 · doi: 10.48550/arxiv.2505.10315 · pith_short_12: M77JWUREQZAW · pith_short_16: M77JWUREQZAWPOO4 · pith_short_8: M77JWURE

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/M77JWUREQZAWPOO4C472XMKLA7 \
  | 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: 67fe9b5224864167b9dc173fabb14b07c585e1ed31d8c3e2ecd808760262bb05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "267c86816fa62e032e23d51fd9ec20b6d18a734d20ff999b96d2e8309cb2b2cd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-15T14:00:19Z",
    "title_canon_sha256": "ece5644d1a0677a4e0085305ee6c591ce1cb93feeab191c3ee685ce8c0450e3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.10315",
    "kind": "arxiv",
    "version": 1
  }
}