Pith Number

pith:K4FQ62ZX

pith:2019:K4FQ62ZXWFXC6MW346A2TSLTHB

not attested not anchored not stored refs pending

Emergent properties of the local geometry of neural loss landscapes

Stanislav Fort, Surya Ganguli

arxiv:1910.05929 v1 · 2019-10-14 · cs.LG · cs.NE · 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{K4FQ62ZXWFXC6MW346A2TSLTHB}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

9 papers in Pith

Explaining Near-Zero Hessian Eigenvalues Through Approximate Symmetries in Neural Networks

The Stable Recovery Manifold: Geometric Principles Governing Recoverability in Continual Learning

Why Muon Outperforms Adam: A Curvature Perspective

Characterizing Optimizer-Dependent Training Dynamics Through Hessian Eigenvector Displacement and Localization

Comparing Classical Simulation and Sample-Based Learning of Quantum Systems

Receipt and verification

First computed	2026-07-05T00:11:42.669113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

570b0f6b37b16e2f32dbe781a9c973384f31933752a45523fbf97fec9166e3ab

Aliases

arxiv: 1910.05929 · arxiv_version: 1910.05929v1 · doi: 10.48550/arxiv.1910.05929 · pith_short_12: K4FQ62ZXWFXC · pith_short_16: K4FQ62ZXWFXC6MW3 · pith_short_8: K4FQ62ZX

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/K4FQ62ZXWFXC6MW346A2TSLTHB \
  | 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: 570b0f6b37b16e2f32dbe781a9c973384f31933752a45523fbf97fec9166e3ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "317a3d7d5e73d452972ef2847362e3757cd0c32b74dfa3dbcb61630012235d37",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-14T06:23:38Z",
    "title_canon_sha256": "e7a7a10a440a43be1b2a38c109fda8c6fd34d8ef21532e5a024bb4793b5e6ef5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.05929",
    "kind": "arxiv",
    "version": 1
  }
}