Pith Number

pith:MP6AYQ3B

pith:2024:MP6AYQ3BW63DABYVP6F2MEFUNR

not attested not anchored not stored refs pending

Visualizing, Rethinking, and Mining the Loss Landscape of Deep Neural Networks

De-Chuan Zhan, Lan Li, Xin-Chun Li, Yichu Xu

arxiv:2405.12493 v2 · 2024-05-21 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MP6AYQ3BW63DABYVP6F2MEFUNR}

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

1 paper in Pith

Curvature in the Looking-Glass: Optimal Methods to Exploit Curvature of Expectation in the Loss Landscape

Receipt and verification

First computed	2026-07-05T11:16:49.187066Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63fc0c4361b7b63007157f8ba610b46c42944e3cb5c6ef63e15f748fd5253f3e

Aliases

arxiv: 2405.12493 · arxiv_version: 2405.12493v2 · doi: 10.48550/arxiv.2405.12493 · pith_short_12: MP6AYQ3BW63D · pith_short_16: MP6AYQ3BW63DABYV · pith_short_8: MP6AYQ3B

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/MP6AYQ3BW63DABYVP6F2MEFUNR \
  | 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: 63fc0c4361b7b63007157f8ba610b46c42944e3cb5c6ef63e15f748fd5253f3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e895b3c3914a615ce62c4328784f366a2612726cfc56a380590f51895782574",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-21T04:30:09Z",
    "title_canon_sha256": "0449dd51997a4d116a50c70e9fb3938d1a31aae80cbac85b389f88ab28beba6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.12493",
    "kind": "arxiv",
    "version": 2
  }
}