Pith Number

pith:TWUB6I3U

pith:2025:TWUB6I3ULFV6IQDEB3VVAR5G3H

not attested not anchored not stored refs pending

Exploiting Efficiency Vulnerabilities in Dynamic Deep Learning Systems

Ravishka Rathnasuriya, Wei Yang

arxiv:2506.17621 v1 · 2025-06-21 · cs.LG · cs.AI · 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{TWUB6I3ULFV6IQDEB3VVAR5G3H}

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

AESOP: Adversarial Execution-path Selection to Overload Deep Learning Pipelines

Receipt and verification

First computed	2026-07-05T11:25:20.570936Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9da81f2374596be440640eeb5047a6d9d458e8c433f37e96f9f6c1840add6975

Aliases

arxiv: 2506.17621 · arxiv_version: 2506.17621v1 · doi: 10.48550/arxiv.2506.17621 · pith_short_12: TWUB6I3ULFV6 · pith_short_16: TWUB6I3ULFV6IQDE · pith_short_8: TWUB6I3U

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/TWUB6I3ULFV6IQDEB3VVAR5G3H \
  | 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: 9da81f2374596be440640eeb5047a6d9d458e8c433f37e96f9f6c1840add6975

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ff0cf7904930c513b3882642a451c16d807d2912a5e03e1166a79fdf4c9056c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-21T07:13:14Z",
    "title_canon_sha256": "4b6781a87909709e0ec281e74cbc3d204022718e18b19c5a2e45ea8b0738058b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17621",
    "kind": "arxiv",
    "version": 1
  }
}