Pith Number

pith:DCMPTJEH

pith:2024:DCMPTJEHZJOLQ4NRTQJ7XVEPXY

not attested not anchored not stored refs pending

A Survey on Private Transformer Inference

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

arxiv:2412.08145 v1 · 2024-12-11 · 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{DCMPTJEHZJOLQ4NRTQJ7XVEPXY}

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

When Agents Handle Secrets: A Survey of Confidential Computing for Agentic AI

Receipt and verification

First computed	2026-07-05T09:47:45.038943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1898f9a487ca5cb871b19c13fbd48fbe2ccda9055b6f685ce3cd310d513e0557

Aliases

arxiv: 2412.08145 · arxiv_version: 2412.08145v1 · doi: 10.48550/arxiv.2412.08145 · pith_short_12: DCMPTJEHZJOL · pith_short_16: DCMPTJEHZJOLQ4NR · pith_short_8: DCMPTJEH

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/DCMPTJEHZJOLQ4NRTQJ7XVEPXY \
  | 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: 1898f9a487ca5cb871b19c13fbd48fbe2ccda9055b6f685ce3cd310d513e0557

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28e7edbdb411490705163b34dff9983c76d7ee7291e9535b745354302552e9a3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-11T07:05:24Z",
    "title_canon_sha256": "b11717999bab44aa7e541c385047358bbb314e88cf3fa6126ab56a1036fa48a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08145",
    "kind": "arxiv",
    "version": 1
  }
}