Pith Number

pith:CU62JVTE

pith:2023:CU62JVTEIVWWCAQAN4J7QLNXFX

not attested not anchored not stored refs pending

LLMs Can Understand Encrypted Prompt: Towards Privacy-Computing Friendly Transformers

Xuanqi Liu, Zhuotao Liu

arxiv:2305.18396 v3 · 2023-05-28 · cs.LG · cs.CL · 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{CU62JVTEIVWWCAQAN4J7QLNXFX}

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

3 papers in Pith

SharedRequest: Privacy-Preserving Model-Agnostic Inference for Large Language Models

ConfusionPrompt: Practical Private Inference for Online Large Language Models

Power-Softmax: Towards Secure LLM Inference over Encrypted Data

Receipt and verification

First computed	2026-07-05T07:24:19.330402Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

153da4d664456d6102006f13f82db72ddd48e2e4c98cf3472dab7a921bacb1e3

Aliases

arxiv: 2305.18396 · arxiv_version: 2305.18396v3 · doi: 10.48550/arxiv.2305.18396 · pith_short_12: CU62JVTEIVWW · pith_short_16: CU62JVTEIVWWCAQA · pith_short_8: CU62JVTE

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/CU62JVTEIVWWCAQAN4J7QLNXFX \
  | 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: 153da4d664456d6102006f13f82db72ddd48e2e4c98cf3472dab7a921bacb1e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbe0aaae3549aa0a8d4fd9c999303a7098f40bebdc7b3cc966bb6473b778f966",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-28T13:08:13Z",
    "title_canon_sha256": "2d0a351c2b54dbe945b1c6ef93ad0e4ceaf5302b54cade3a3223a698ca8a4e77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18396",
    "kind": "arxiv",
    "version": 3
  }
}