Pith Number

pith:2LIXIRM5

pith:2024:2LIXIRM546K6OQIBO2PYASF5ZW

not attested not anchored not stored refs pending

Deep Learning Model Security: Threats and Defenses

Benji Peng, Bowen Jing, Chia Xin Liang, Chuanqi Jiang, Hong-Ming Tseng, Jiawei Xu, Jinlang Wang, Jintao Ren, Junhao Song, Junjie Yang, Junyu Liu, Keyu Chen, Lawrence K.Q. Yan, Ming Li, Ming Liu, Pohsun Feng, Qian Niu, Sen Zhang, Silin Chen, Tianyang Wang, Weiche Hsieh, Xinyuan Song, Xuanhe Pan, Yichao Zhang, Yizhu Wen, Yunze Wang, Ziqian Bi

arxiv:2412.08969 v2 · 2024-12-12 · cs.CR · cs.LG · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2LIXIRM546K6OQIBO2PYASF5ZW}

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

A3M: Adaptive, Adversarial and Multi-Objective Learning for Strategic Bidding in Repeated Auctions

Receipt and verification

First computed	2026-07-05T09:49:14.475429Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2d174459de795e74101769f8048bdcd9ff5c8d4388da14524c43c389e1f0982

Aliases

arxiv: 2412.08969 · arxiv_version: 2412.08969v2 · doi: 10.48550/arxiv.2412.08969 · pith_short_12: 2LIXIRM546K6 · pith_short_16: 2LIXIRM546K6OQIB · pith_short_8: 2LIXIRM5

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/2LIXIRM546K6OQIBO2PYASF5ZW \
  | 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: d2d174459de795e74101769f8048bdcd9ff5c8d4388da14524c43c389e1f0982

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9190258090a1485f7e52d7b68eb4a782d99d66aff446f47b3fd3f26c198b2369",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-12T06:04:20Z",
    "title_canon_sha256": "0f1f63ae8417295252ffcf387467943a39d541da72f8a21f69123e6576b96c55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08969",
    "kind": "arxiv",
    "version": 2
  }
}