Pith Number

pith:AVDJDLWR

pith:2021:AVDJDLWRAYXZYGQKBOWUJHNUIO

not attested not anchored not stored refs pending

Towards an Understanding of Benign Overfitting in Neural Networks

Arthur Gretton, Zhi-Hua Zhou, Zhu Li

arxiv:2106.03212 v1 · 2021-06-06 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{AVDJDLWRAYXZYGQKBOWUJHNUIO}

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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

Benign Overfitting in Adversarial Training for Vision Transformers

Receipt and verification

First computed	2026-07-05T02:46:47.403219Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

054691aed1062f9c1a0a0bad449db443b54abf52347d15d3295149ed4b38718f

Aliases

arxiv: 2106.03212 · arxiv_version: 2106.03212v1 · doi: 10.48550/arxiv.2106.03212 · pith_short_12: AVDJDLWRAYXZ · pith_short_16: AVDJDLWRAYXZYGQK · pith_short_8: AVDJDLWR

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/AVDJDLWRAYXZYGQKBOWUJHNUIO \
  | 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: 054691aed1062f9c1a0a0bad449db443b54abf52347d15d3295149ed4b38718f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ddfd741c82ed22d4dc87ca02232816979d36d6a91bc60aea2cde33de9ff453e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-06-06T19:08:53Z",
    "title_canon_sha256": "9928e2f85885be1cdb3c1951cdcee878bd485e9fa5eab304c855cc21fc495b22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03212",
    "kind": "arxiv",
    "version": 1
  }
}