Pith Number

pith:AEOUYY32

pith:2023:AEOUYY32WHR2UHE6CTT2GNNVFS

not attested not anchored not stored refs pending

Adversarial Fine-Tuning of Language Models: An Iterative Optimisation Approach for the Generation and Detection of Problematic Content

Charles O'Neill, Ioana Ciuca, Jack Miller, Thang Bui, Yuan-Sen Ting

arxiv:2308.13768 v1 · 2023-08-26 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{AEOUYY32WHR2UHE6CTT2GNNVFS}

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Record completeness

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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

Adversarial Preference Learning for Robust LLM Alignment

Receipt and verification

First computed	2026-07-05T06:45:04.675848Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

011d4c637ab1e3aa1c9e14e7a335b52ca5dd04218d7f38bbfe8e63a51f626003

Aliases

arxiv: 2308.13768 · arxiv_version: 2308.13768v1 · doi: 10.48550/arxiv.2308.13768 · pith_short_12: AEOUYY32WHR2 · pith_short_16: AEOUYY32WHR2UHE6 · pith_short_8: AEOUYY32

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/AEOUYY32WHR2UHE6CTT2GNNVFS \
  | 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: 011d4c637ab1e3aa1c9e14e7a335b52ca5dd04218d7f38bbfe8e63a51f626003

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c583453f2c17077fd6181e31cdb779ea842dfc57d83d3fff03178ede32e6c5ee",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-26T05:20:58Z",
    "title_canon_sha256": "22b1d8f030ad9a53715fe20008dc0e2407044b152bf828c23c42f3edd7919457"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.13768",
    "kind": "arxiv",
    "version": 1
  }
}