Pith Number

pith:DCC754PH

pith:2024:DCC754PHZ6R2XWUTXM5OX7PBRO

not attested not anchored not stored refs pending

Combining Machine Learning Defenses without Conflicts

N. Asokan, Rui Zhang, Vasisht Duddu

arxiv:2411.09776 v2 · 2024-11-14 · 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{DCC754PHZ6R2XWUTXM5OX7PBRO}

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

Landseer: Exploring the Machine Learning Defense Landscape

Receipt and verification

First computed	2026-07-05T11:53:42.602396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1885fef1e7cfa3abda93bb3aebfde18ba18739bb73568f4c4516d1fb5586aa7b

Aliases

arxiv: 2411.09776 · arxiv_version: 2411.09776v2 · doi: 10.48550/arxiv.2411.09776 · pith_short_12: DCC754PHZ6R2 · pith_short_16: DCC754PHZ6R2XWUT · pith_short_8: DCC754PH

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/DCC754PHZ6R2XWUTXM5OX7PBRO \
  | 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: 1885fef1e7cfa3abda93bb3aebfde18ba18739bb73568f4c4516d1fb5586aa7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9ea2d10c5bd51b1315a6005ccd5ab92abc235c50464566bc1b785d190dd6581",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-11-14T19:41:51Z",
    "title_canon_sha256": "7f9f6141a83bdbcd56eb3a281ebcc91e0947c3fd899065c879345f015d03bbe7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09776",
    "kind": "arxiv",
    "version": 2
  }
}