Pith Number

pith:LQLAP6DN

pith:2023:LQLAP6DNYYQ4LAZZT2LYVVQK3M

not attested not anchored not stored refs pending

Pareto-Secure Machine Learning (PSML): Fingerprinting and Securing Inference Serving Systems

Alexey Tumanov (Georgia Institute of Technology), Debopam Sanyal (Georgia Institute of Technology), Jui-Tse Hung (Georgia Institute of Technology), Manav Agrawal (Georgia Institute of Technology), Prahlad Jasti (Georgia Institute of Technology), Riverside), Shahab Nikkhoo (University of California, Sibin Mohan (George Washington University), Somesh Jha (University of Wisconsin-Madison), Tianhao Wang (University of Virginia)

arxiv:2307.01292 v2 · 2023-07-03 · 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{LQLAP6DNYYQ4LAZZT2LYVVQK3M}

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.

Receipt and verification

First computed	2026-07-05T06:38:01.476681Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c1607f86dc621c583399e978ad60adb0a3c25afd7f82ea3c1da571c1fe74f49

Aliases

arxiv: 2307.01292 · arxiv_version: 2307.01292v2 · doi: 10.48550/arxiv.2307.01292 · pith_short_12: LQLAP6DNYYQ4 · pith_short_16: LQLAP6DNYYQ4LAZZ · pith_short_8: LQLAP6DN

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/LQLAP6DNYYQ4LAZZT2LYVVQK3M \
  | 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: 5c1607f86dc621c583399e978ad60adb0a3c25afd7f82ea3c1da571c1fe74f49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad3d1760581ebc58cbd65abd921c3a0520b36024d6a30e6dd8261a61ed453810",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-07-03T18:53:47Z",
    "title_canon_sha256": "9c6246543386f9ba0c161d7177d7a1a10e6c46668a055ea3eaf956fb076da866"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.01292",
    "kind": "arxiv",
    "version": 2
  }
}