Pith Number

pith:5WN2PBZM

pith:2021:5WN2PBZMFXDAW6BOQXMW2TK3EY

not attested not anchored not stored refs pending

A Loss Curvature Perspective on Training Instability in Deep Learning

Ankush Garg, Behnam Neyshabur, Behrooz Ghorbani, David Cardoze, George Dahl, Justin Gilmer, Orhan Firat, Sneha Kudugunta, Zachary Nado

arxiv:2110.04369 v1 · 2021-10-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5WN2PBZMFXDAW6BOQXMW2TK3EY}

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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

Evaluation-Strategy Gap in Fault Diagnosis of Deep Learning Programs

Receipt and verification

First computed	2026-07-05T03:21:15.905596Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed9ba7872c2dc60b782e85d96d4d5b2603c19d2c8cd7fbd2c9b61b5b120d726d

Aliases

arxiv: 2110.04369 · arxiv_version: 2110.04369v1 · doi: 10.48550/arxiv.2110.04369 · pith_short_12: 5WN2PBZMFXDA · pith_short_16: 5WN2PBZMFXDAW6BO · pith_short_8: 5WN2PBZM

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/5WN2PBZMFXDAW6BOQXMW2TK3EY \
  | 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: ed9ba7872c2dc60b782e85d96d4d5b2603c19d2c8cd7fbd2c9b61b5b120d726d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2009e1b6e86a919b5228c4c9e87fadb570d487abe3e5b1f6d1548c3e0a015d5f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-08T20:25:48Z",
    "title_canon_sha256": "b182735a7925f3c80202f74faad83c154b6d0d3f83a9228f2c3224a3e6ae6461"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.04369",
    "kind": "arxiv",
    "version": 1
  }
}