Pith Number

pith:FZVFMSKN

pith:2017:FZVFMSKND7UKID5BII7XQMCBDB

not attested not anchored not stored refs pending

Visualizing the Loss Landscape of Neural Nets

Christoph Studer, Gavin Taylor, Hao Li, Tom Goldstein, Zheng Xu

arxiv:1712.09913 v3 · 2017-12-28 · cs.LG · cs.CV · 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{FZVFMSKND7UKID5BII7XQMCBDB}

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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

8 papers in Pith

Gradient Noise Convolution (GNC): Smoothing Loss Function for Distributed Large-Batch SGD

Deep learning applied to computational mechanics: A comprehensive review, state of the art, and the classics

Improving robustness of jet tagging algorithms with adversarial training: exploring the loss surface

A Unified Stability Analysis of SAM vs SGD: Role of Data Coherence and Emergence of Simplicity Bias

Sharpness-Aware Minimization for Efficiently Improving Generalization

Receipt and verification

First computed	2026-05-18T00:01:23.492664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e6a56494d1fe8a40fa1423f783041187a1f590299749c46f58a4964c0b0576c

Aliases

arxiv: 1712.09913 · arxiv_version: 1712.09913v3 · doi: 10.48550/arxiv.1712.09913 · pith_short_12: FZVFMSKND7UK · pith_short_16: FZVFMSKND7UKID5B · pith_short_8: FZVFMSKN

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/FZVFMSKND7UKID5BII7XQMCBDB \
  | 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: 2e6a56494d1fe8a40fa1423f783041187a1f590299749c46f58a4964c0b0576c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "303541e3fa4f9b129acf43d75454eb48f11fb05199781456890d88f7261ecbcf",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-12-28T16:15:42Z",
    "title_canon_sha256": "6bf95bbb7f33cc1bb51295c218f9a7172708c71d094645cf081a282651cad042"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.09913",
    "kind": "arxiv",
    "version": 3
  }
}