Pith Number

pith:HCTPEVE2

pith:2025:HCTPEVE274MYA32AQWU26HK3FT

not attested not anchored not stored refs pending

Improving Equivariant Networks with Probabilistic Symmetry Breaking

Hannah Lawrence, S\'ekou-Oumar Kaba, Vasco Portilheiro, Yan Zhang

arxiv:2503.21985 v1 · 2025-03-27 · 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{HCTPEVE274MYA32AQWU26HK3FT}

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

2 papers in Pith

MeshFlow: Mesh Generation with Equivariant Flow Matching

Adaptive Canonicalization with Application to Invariant Anisotropic Geometric Networks

Receipt and verification

First computed	2026-07-05T10:40:45.371918Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38a6f2549aff19806f4085a9af1d5b2cd7c2029f978ea9d09bb5f1af228d4527

Aliases

arxiv: 2503.21985 · arxiv_version: 2503.21985v1 · doi: 10.48550/arxiv.2503.21985 · pith_short_12: HCTPEVE274MY · pith_short_16: HCTPEVE274MYA32A · pith_short_8: HCTPEVE2

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/HCTPEVE274MYA32AQWU26HK3FT \
  | 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: 38a6f2549aff19806f4085a9af1d5b2cd7c2029f978ea9d09bb5f1af228d4527

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1471a9f1a67b3df7ca8e6e876e90a109fbd9501fc4672c486bbb034e2a73fce",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-27T21:04:49Z",
    "title_canon_sha256": "7ce67cd0f3a25035d7068d36f71817e873d1bc03f0894b395da3999bd840071c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.21985",
    "kind": "arxiv",
    "version": 1
  }
}