Pith Number

pith:4V4ONZ5Z

pith:2025:4V4ONZ5ZFQG5JAYSRMMRUY54FE

not attested not anchored not stored refs pending

A Derandomization Framework for Structure Discovery: Applications in Neural Networks and Beyond

Christos Tzamos, Ioannis Mitliagkas, Nikos Tsikouras, Yorgos Pantis

arxiv:2510.19382 v2 · 2025-10-22 · stat.ML · 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{4V4ONZ5ZFQG5JAYSRMMRUY54FE}

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	2026-05-20T01:05:00.553823Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e578e6e7b92c0dd483128b191a63bc2911a88713347d7f257caaddd93df352df

Aliases

arxiv: 2510.19382 · arxiv_version: 2510.19382v2 · doi: 10.48550/arxiv.2510.19382 · pith_short_12: 4V4ONZ5ZFQG5 · pith_short_16: 4V4ONZ5ZFQG5JAYS · pith_short_8: 4V4ONZ5Z

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/4V4ONZ5ZFQG5JAYSRMMRUY54FE \
  | 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: e578e6e7b92c0dd483128b191a63bc2911a88713347d7f257caaddd93df352df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7405fb2ab77e78d365e676c9c0b98dfea2d68ff87f362e41b2ee82a85a2b98e6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-10-22T08:55:00Z",
    "title_canon_sha256": "afca2be22bc8b189f4cf10303d0c5dfdfc351aaf27b5a293faead39e0708a0e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.19382",
    "kind": "arxiv",
    "version": 2
  }
}