Pith Number

pith:VLADKYKG

pith:2025:VLADKYKGFE32UQSLAEOJWFXXXE

not attested not anchored not stored refs pending

Enhancing Certified Robustness via Block Reflector Orthogonal Layers and Logit Annealing Loss

Bo-Han Kung, Bo-Han Lai, Pin-Han Huang, Shang-Tse Chen

arxiv:2505.15174 v2 · 2025-05-21 · cs.LG

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\usepackage{pith}
\pithnumber{VLADKYKGFE32UQSLAEOJWFXXXE}

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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

1 paper in Pith

On the Extreme Variance of Certified Local Robustness Across Model Seeds

Receipt and verification

First computed	2026-07-05T11:48:26.195655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aac03561462937aa424b011c9b16f7b906b6c2f21ef39acc795ae9de42307b92

Aliases

arxiv: 2505.15174 · arxiv_version: 2505.15174v2 · doi: 10.48550/arxiv.2505.15174 · pith_short_12: VLADKYKGFE32 · pith_short_16: VLADKYKGFE32UQSL · pith_short_8: VLADKYKG

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/VLADKYKGFE32UQSLAEOJWFXXXE \
  | 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: aac03561462937aa424b011c9b16f7b906b6c2f21ef39acc795ae9de42307b92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc1794bcd33e5e669dac0c147c0aa68e94c39c034502820e4d09d65458f14c1c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-21T06:44:51Z",
    "title_canon_sha256": "128498b62a58fe2ad293676d05f138bdebde48909ab2f11066cf37c1760c6e54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15174",
    "kind": "arxiv",
    "version": 2
  }
}