Pith. sign in
Pith Number

pith:WUS5VBUK

pith:2026:WUS5VBUK46NGOLSVOJFOTOTHHX
not attested not anchored not stored refs pending

Efficient LLM Adversarial Training via Low-Rank Defense and Circuit-Guided Surrogates

Jiliang Tang, Weiyi He, Yue Xing, Yuping Lin

arxiv:2607.28959 v1 · 2026-07-31 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WUS5VBUK46NGOLSVOJFOTOTHHX}

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 2026-08-03T01:17:48.591717Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b525da868ae79a672e55724ae9ba673de03e2741009eeeaa5e41a3127a9a73df

Aliases

arxiv: 2607.28959 · arxiv_version: 2607.28959v1 · doi: 10.48550/arxiv.2607.28959 · pith_short_12: WUS5VBUK46NG · pith_short_16: WUS5VBUK46NGOLSV · pith_short_8: WUS5VBUK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WUS5VBUK46NGOLSVOJFOTOTHHX \
  | 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: b525da868ae79a672e55724ae9ba673de03e2741009eeeaa5e41a3127a9a73df
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "527e4977fb98e693bd3da6b79843e8e6aad688c3191548d8cf153c4189e5abda",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-31T02:26:04Z",
    "title_canon_sha256": "3ada8d34c46894b65951c8551bcb91bc7020caf6a6e38080697d603399eda8fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.28959",
    "kind": "arxiv",
    "version": 1
  }
}