Pith Number

pith:2RWMH544

pith:2025:2RWMH544MSMPQ4XGZCTFKK3KZD

not attested not anchored not stored refs pending

Position: Adversarial ML for LLMs Is Not Making Any Progress

Florian Tram\`er, Javier Rando, Jie Zhang, Nicholas Carlini

arxiv:2502.02260 v2 · 2025-02-04 · cs.LG · 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{2RWMH544MSMPQ4XGZCTFKK3KZD}

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

2 papers in Pith

Efficient Safety Alignment of Language Models via Latent Personality Traits

Benchmarking Misuse Mitigation Against Covert Adversaries

Receipt and verification

First computed	2026-06-03T02:05:40.543485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d46cc3f79c6498f872e6c8a6552b6ac8d8a7aae58510ca9d59503a34fab4ac00

Aliases

arxiv: 2502.02260 · arxiv_version: 2502.02260v2 · doi: 10.48550/arxiv.2502.02260 · pith_short_12: 2RWMH544MSMP · pith_short_16: 2RWMH544MSMPQ4XG · pith_short_8: 2RWMH544

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/2RWMH544MSMPQ4XGZCTFKK3KZD \
  | 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: d46cc3f79c6498f872e6c8a6552b6ac8d8a7aae58510ca9d59503a34fab4ac00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c0788511a085065172675add35185c48a04fa5c6b86d2211ed7b94d29ba3998",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T12:17:08Z",
    "title_canon_sha256": "157cd6184bf56185e93c263f09edf7e8d6fc55a11cfc8e5a4d3fd318f0d41eae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02260",
    "kind": "arxiv",
    "version": 2
  }
}