Pith Number

pith:H7KMRJH2

pith:2026:H7KMRJH2GAUBD5QIWYEQBP754S

not attested not anchored not stored refs pending

Loss Landscape Poisoning: Targeted Extraction of Unseen Training Data from LLMs

Ihsen Alouani, Md Abdullah Al Mamun, Nael Abu-Ghazaleh, Ngoc Phu Doan, Pedram Zaree

arxiv:2606.17110 v1 · 2026-06-15 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H7KMRJH2GAUBD5QIWYEQBP754S}

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.

Receipt and verification

First computed	2026-06-19T16:10:03.361505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fd4c8a4fa302811f608b60900bffde497767f60b195300c3f5cdb068ac09dd0

Aliases

arxiv: 2606.17110 · arxiv_version: 2606.17110v1 · doi: 10.48550/arxiv.2606.17110 · pith_short_12: H7KMRJH2GAUB · pith_short_16: H7KMRJH2GAUBD5QI · pith_short_8: H7KMRJH2

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/H7KMRJH2GAUBD5QIWYEQBP754S \
  | 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: 3fd4c8a4fa302811f608b60900bffde497767f60b195300c3f5cdb068ac09dd0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "476336f7474123e8d0e70394c31499bd30f105aa71baa4abeb1852973d5141ae",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-15T07:04:01Z",
    "title_canon_sha256": "ff71f6489119aca33b7bd0b6a1a7ecca504d759740f697b0fdc5b8ce693797bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.17110",
    "kind": "arxiv",
    "version": 1
  }
}