Pith Number

pith:DW6Q2AMX

pith:2024:DW6Q2AMXUAQACLEV7ZHBB4VJL3

not attested not anchored not stored refs pending

Evaluating Loss Landscapes from a Topology Perspective

Caleb Geniesse, Dmitriy Morozov, Gunther H. Weber, Jiaqing Chen, Michael W. Mahoney, Ross Maciejewski, Tiankai Xie, Yaoqing Yang

arxiv:2411.09807 v1 · 2024-11-14 · 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{DW6Q2AMXUAQACLEV7ZHBB4VJL3}

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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

Visualizing Loss Functions as Topological Landscape Profiles

Receipt and verification

First computed	2026-07-05T09:35:38.590328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1dbd0d0197a020012c95fe4e10f2a95ec4696d0d81930a8e6bcad0b54ae081f4

Aliases

arxiv: 2411.09807 · arxiv_version: 2411.09807v1 · doi: 10.48550/arxiv.2411.09807 · pith_short_12: DW6Q2AMXUAQA · pith_short_16: DW6Q2AMXUAQACLEV · pith_short_8: DW6Q2AMX

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/DW6Q2AMXUAQACLEV7ZHBB4VJL3 \
  | 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: 1dbd0d0197a020012c95fe4e10f2a95ec4696d0d81930a8e6bcad0b54ae081f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ffb30b5cd6b6a516b30078a68b0dbfb15f128251c45c4fa88e9a86841624fa8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-14T20:46:26Z",
    "title_canon_sha256": "50cc60a9eb8b524e63bff7bb8d40bdfb0c77fe00ac3c57c24544edd4fa5ba45c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09807",
    "kind": "arxiv",
    "version": 1
  }
}