Pith Number

pith:KFTLUXJO

pith:2021:KFTLUXJOA7YA7X2GJ7SVYYVSMD

not attested not anchored not stored refs pending

On the geometry of generalization and memorization in deep neural networks

Abhinav Ganesh, Cory Stephenson, Hanlin Tang, Suchismita Padhy, SueYeon Chung, Yue Hui

arxiv:2105.14602 v1 · 2021-05-30 · cs.LG · cond-mat.dis-nn · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KFTLUXJOA7YA7X2GJ7SVYYVSMD}

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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

2 papers in Pith

Batch Normalization Amplifies Memorization and Privacy Risks

Emergent Manifold Separability during Reasoning in Large Language Models

Receipt and verification

First computed	2026-07-05T02:44:39.273209Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5166ba5d2e07f00fdf464fe55c62b260febf682f96328aba8b0702b909e72e3d

Aliases

arxiv: 2105.14602 · arxiv_version: 2105.14602v1 · doi: 10.48550/arxiv.2105.14602 · pith_short_12: KFTLUXJOA7YA · pith_short_16: KFTLUXJOA7YA7X2G · pith_short_8: KFTLUXJO

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/KFTLUXJOA7YA7X2GJ7SVYYVSMD \
  | 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: 5166ba5d2e07f00fdf464fe55c62b260febf682f96328aba8b0702b909e72e3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2636234a4c5b8dd180c347966beef28ae4b3e78da92ee44ae0760b63b2487f9d",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-30T19:07:33Z",
    "title_canon_sha256": "f3af30930802ad009b7d76567e9d0b6651cb1e168ee9eca4a90b2ede7c4c9993"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.14602",
    "kind": "arxiv",
    "version": 1
  }
}