Pith Number

pith:ANZHT3DE

pith:2023:ANZHT3DEH2C5HW3CG3ILJUO3SI

not attested not anchored not stored refs pending

Defending Pre-trained Language Models as Few-shot Learners against Backdoor Attacks

Changjiang Li, Fenglong Ma, Jinghui Chen, Ren Pang, Shouling Ji, Tianyu Du, Ting Wang, Zhaohan Xi

arxiv:2309.13256 v1 · 2023-09-23 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{ANZHT3DEH2C5HW3CG3ILJUO3SI}

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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

Large Language Models in Cybersecurity: Applications, Vulnerabilities, and Defense Techniques

Receipt and verification

First computed	2026-07-05T06:53:49.343576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

037279ec643e85d3db6236d0b4d1db9232050642fd688a96a2bed484228f40ac

Aliases

arxiv: 2309.13256 · arxiv_version: 2309.13256v1 · doi: 10.48550/arxiv.2309.13256 · pith_short_12: ANZHT3DEH2C5 · pith_short_16: ANZHT3DEH2C5HW3C · pith_short_8: ANZHT3DE

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/ANZHT3DEH2C5HW3CG3ILJUO3SI \
  | 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: 037279ec643e85d3db6236d0b4d1db9232050642fd688a96a2bed484228f40ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2909caab6e5aa75c03a61c17b0f24c3b9e4340198cf17e33333769097ac18bd0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-23T04:41:55Z",
    "title_canon_sha256": "9abeb5c51898ffc2fb68c70d6212404e117b40fdde7d43564078866695ae601b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.13256",
    "kind": "arxiv",
    "version": 1
  }
}