Pith Number

pith:4GDUBYV4

pith:2025:4GDUBYV4L6EBEYD3YA3JIXCGZX

not attested not anchored not stored refs pending

Failure Cases Are Better Learned But Boundary Says Sorry: Facilitating Smooth Perception Change for Accuracy-Robustness Trade-Off in Adversarial Training

Li Liu, Yanyun Wang

arxiv:2508.02186 v1 · 2025-08-04 · 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{4GDUBYV4L6EBEYD3YA3JIXCGZX}

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

1 paper in Pith

CEAR: Certified Ensemble Adversarial Robustness in DNNs

Receipt and verification

First computed	2026-07-05T11:48:09.901785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e18740e2bc5f8812607bc036945c46cdf59f4963b33b9ed356ed87ebda35c8a1

Aliases

arxiv: 2508.02186 · arxiv_version: 2508.02186v1 · doi: 10.48550/arxiv.2508.02186 · pith_short_12: 4GDUBYV4L6EB · pith_short_16: 4GDUBYV4L6EBEYD3 · pith_short_8: 4GDUBYV4

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/4GDUBYV4L6EBEYD3YA3JIXCGZX \
  | 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: e18740e2bc5f8812607bc036945c46cdf59f4963b33b9ed356ed87ebda35c8a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78834ddf1035ead892baebc2e747feb946d33853fe428dcddc9d1926d4e2b77e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-04T08:31:45Z",
    "title_canon_sha256": "437cc2322696e2fdeca3414705dd46a3b14867b7d8a9e0f1e035b14217f4f245"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02186",
    "kind": "arxiv",
    "version": 1
  }
}