Pith Number

pith:UNFRCH5F

pith:2020:UNFRCH5FCA3EJW33UJNVAG3IVK

not attested not anchored not stored refs pending

Understanding Local Robustness of Deep Neural Networks under Natural Variations

Baishakhi Ray, Yuchi Tian, Ziyuan Zhong

arxiv:2010.04821 v2 · 2020-10-09 · cs.SE · cs.AI · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{UNFRCH5FCA3EJW33UJNVAG3IVK}

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Record completeness

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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

Glitches in Decision Tree Ensemble Models

Receipt and verification

First computed	2026-07-05T02:09:13.360603Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a34b111fa5103644db7ba25b501b68aa903b227989f8f07ea6b319ca9ebb949b

Aliases

arxiv: 2010.04821 · arxiv_version: 2010.04821v2 · doi: 10.48550/arxiv.2010.04821 · pith_short_12: UNFRCH5FCA3E · pith_short_16: UNFRCH5FCA3EJW33 · pith_short_8: UNFRCH5F

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/UNFRCH5FCA3EJW33UJNVAG3IVK \
  | 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: a34b111fa5103644db7ba25b501b68aa903b227989f8f07ea6b319ca9ebb949b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b01acc32929f4897c7486b42c283a19e52d0d276d6594af5544fbdb886ab574",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2020-10-09T21:42:16Z",
    "title_canon_sha256": "155ae1bbe5535cd1e847139f42ff7e1faaa6642bea09e7f272f1b303ea790e41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.04821",
    "kind": "arxiv",
    "version": 2
  }
}