Pith Number

pith:RNHZ4O56

pith:2025:RNHZ4O56NUXISQF5ROYZOX73LS

not attested not anchored not stored refs pending

Trusted Machine Learning Models Unlock Private Inference for Problems Currently Infeasible with Cryptography

Borja Balle, Daniel Ramage, Eugene Bagdasarian, Florian Hartmann, Ilia Shumailov, Peter Kairouz, Sarah Meiklejohn

arxiv:2501.08970 v1 · 2025-01-15 · cs.CR · cs.AI · 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{RNHZ4O56NUXISQF5ROYZOX73LS}

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

Attestable Audits: Verifiable AI Safety Benchmarks Using Trusted Execution Environments

Receipt and verification

First computed	2026-07-05T10:01:28.595064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b4f9e3bbe6d2e8940bd8bb1975ffb5c9e66061abb8d3f61d6a72ee441da8976

Aliases

arxiv: 2501.08970 · arxiv_version: 2501.08970v1 · doi: 10.48550/arxiv.2501.08970 · pith_short_12: RNHZ4O56NUXI · pith_short_16: RNHZ4O56NUXISQF5 · pith_short_8: RNHZ4O56

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/RNHZ4O56NUXISQF5ROYZOX73LS \
  | 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: 8b4f9e3bbe6d2e8940bd8bb1975ffb5c9e66061abb8d3f61d6a72ee441da8976

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e93321c98e7ca7a029705469cc57a1ca792923523b88795319ec60bd58fa2e9f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-01-15T17:28:53Z",
    "title_canon_sha256": "d111b1891d5bcd83786366ef418872bf491b5cf5cd68ee26b33ecae7ac80b4ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08970",
    "kind": "arxiv",
    "version": 1
  }
}