Pith Number

pith:WED4OSS2

pith:2026:WED4OSS2YETJO74AR7LDUZALV4

not attested not anchored not stored refs pending

Learning with Bilevel-Minimax Optimization for Efficient and Reliable Transfer Attacks

Jiaxin Gao, Yaohua Liu, Yifan Guo

arxiv:2608.11815 v1 · 2026-08-12 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WED4OSS2YETJO74AR7LDUZALV4}

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	2026-08-13T01:28:19.471159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b107c74a5ac126977f808fd63a640baf382f4a4fdb873646e58df21bee49b449

Aliases

arxiv: 2608.11815 · arxiv_version: 2608.11815v1 · doi: 10.48550/arxiv.2608.11815 · pith_short_12: WED4OSS2YETJ · pith_short_16: WED4OSS2YETJO74A · pith_short_8: WED4OSS2

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/WED4OSS2YETJO74AR7LDUZALV4 \
  | 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: b107c74a5ac126977f808fd63a640baf382f4a4fdb873646e58df21bee49b449

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccbe0d0b9b3f53306f96d4b7e7f7cc324b890faad7f546e88a37017422549468",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-12T08:58:22Z",
    "title_canon_sha256": "3aa438525f93f45200c9bbfcb6473634e08697bf37f87faea09d442d1c2743aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.11815",
    "kind": "arxiv",
    "version": 1
  }
}