Pith Number

pith:IN7EAK3N

pith:2025:IN7EAK3N7TCEYWZ6R3SGPQTL23

not attested not anchored not stored refs pending

Topology Guidance: Controlling the Outputs of Generative Models via Vector Field Topology

Matthew Berger, Xiaohan Wang

arxiv:2505.06804 v1 · 2025-05-11 · cs.LG · 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{IN7EAK3N7TCEYWZ6R3SGPQTL23}

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	2026-07-05T11:01:16.010915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

437e402b6dfcc44c5b3e8ee467c26bd6d4b0a74e5a6d6d3f7d08f1db881c63cc

Aliases

arxiv: 2505.06804 · arxiv_version: 2505.06804v1 · doi: 10.48550/arxiv.2505.06804 · pith_short_12: IN7EAK3N7TCE · pith_short_16: IN7EAK3N7TCEYWZ6 · pith_short_8: IN7EAK3N

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/IN7EAK3N7TCEYWZ6R3SGPQTL23 \
  | 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: 437e402b6dfcc44c5b3e8ee467c26bd6d4b0a74e5a6d6d3f7d08f1db881c63cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8afffbdc11c4422ad550bb1ced4231b252c6d21a954e6f16484a1f6060f43a8a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-11T01:02:01Z",
    "title_canon_sha256": "2b38540b5cda671919fb8b73f8311f0de6b23d1ef59d66af394e6a342811919e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06804",
    "kind": "arxiv",
    "version": 1
  }
}