Pith Number

pith:VI7OC5S5

pith:2024:VI7OC5S5RYCV2YZCC764R6WT7T

not attested not anchored not stored refs pending

Visualizing Loss Functions as Topological Landscape Profiles

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

arxiv:2411.12136 v1 · 2024-11-19 · 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{VI7OC5S5RYCV2YZCC764R6WT7T}

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.

Receipt and verification

First computed	2026-07-05T09:37:16.529244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa3ee1765d8e055d632217fdc8fad3fcd46f154aa5314ce6d46747d1bf3bad84

Aliases

arxiv: 2411.12136 · arxiv_version: 2411.12136v1 · doi: 10.48550/arxiv.2411.12136 · pith_short_12: VI7OC5S5RYCV · pith_short_16: VI7OC5S5RYCV2YZC · pith_short_8: VI7OC5S5

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/VI7OC5S5RYCV2YZCC764R6WT7T \
  | 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: aa3ee1765d8e055d632217fdc8fad3fcd46f154aa5314ce6d46747d1bf3bad84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59a2d45cd7a39993d4013f7ea01eeb1f0a999eb582a4f9513663c6739103127a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-19T00:28:14Z",
    "title_canon_sha256": "6198d511d800149a68828c09fde35c10f03f3911915831a0b957ea2fda86073f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12136",
    "kind": "arxiv",
    "version": 1
  }
}