Pith Number

pith:NUM47W66

pith:2024:NUM47W66GYS27W6X27YNUQWSOH

not attested not anchored not stored refs pending

Ditto: Quantization-aware Secure Inference of Transformers upon MPC

Haoqi Wu, Jin Tan, Junming Ma, Lei Wang, Wenjing Fang, Yancheng Zheng, Yinggui Wang

arxiv:2405.05525 v1 · 2024-05-09 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NUM47W66GYS27W6X27YNUQWSOH}

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

Towards Efficient Privacy-Preserving Machine Learning: A Systematic Review from Protocol, Model, and System Perspectives

Receipt and verification

First computed	2026-07-05T08:17:19.382836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d19cfdbde3625afdbd7d7f0da42d271e28cbd606cea4af2b503dfc0d7b173f9

Aliases

arxiv: 2405.05525 · arxiv_version: 2405.05525v1 · doi: 10.48550/arxiv.2405.05525 · pith_short_12: NUM47W66GYS2 · pith_short_16: NUM47W66GYS27W6X · pith_short_8: NUM47W66

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/NUM47W66GYS27W6X27YNUQWSOH \
  | 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: 6d19cfdbde3625afdbd7d7f0da42d271e28cbd606cea4af2b503dfc0d7b173f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e28b209cdf69abe65ec5a7f219492d2ce66e84976d70e1920c8bde15f8a58065",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-09T03:28:16Z",
    "title_canon_sha256": "cdd4d50dd94948f5f4356cd9cdeb6b09226c0ec9f706f0a6ba990ff8542f2940"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.05525",
    "kind": "arxiv",
    "version": 1
  }
}