Pith Number

pith:PSXA7NKZ

pith:2025:PSXA7NKZELJJGA5AVHW7ZJJDVZ

not attested not anchored not stored refs pending

Enhancing deep neural networks through complex-valued representations and Kuramoto synchronization dynamics

Andrea Alamia, Rufin VanRullen, Sabine Muzellec, Thomas Serre

arxiv:2502.21077 v2 · 2025-02-28 · cs.CV · cs.AI · nlin.AO · q-bio.NC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PSXA7NKZELJJGA5AVHW7ZJJDVZ}

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

1 paper in Pith

An explicit operator explains end-to-end computation in the modern neural networks used for sequence and language modeling

Receipt and verification

First computed	2026-07-05T11:47:19.463714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cae0fb55922d29303a0a9edfca523ae5e111403a1fe8721345c3dd4a9b4c337

Aliases

arxiv: 2502.21077 · arxiv_version: 2502.21077v2 · doi: 10.48550/arxiv.2502.21077 · pith_short_12: PSXA7NKZELJJ · pith_short_16: PSXA7NKZELJJGA5A · pith_short_8: PSXA7NKZ

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/PSXA7NKZELJJGA5AVHW7ZJJDVZ \
  | 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: 7cae0fb55922d29303a0a9edfca523ae5e111403a1fe8721345c3dd4a9b4c337

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66a0816e15e5d65225e2c84dc639fdb9841706756620d3b7a844534d6e1dfc0a",
    "cross_cats_sorted": [
      "cs.AI",
      "nlin.AO",
      "q-bio.NC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-28T14:10:42Z",
    "title_canon_sha256": "04161c9b78bae9b4894f65d1fbee4ab5759804a179d31b957754f99b51e4f70d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.21077",
    "kind": "arxiv",
    "version": 2
  }
}