Pith Number

pith:VN3NVVEY

pith:2025:VN3NVVEYMNJ4EEM6SVPEV5G3NR

not attested not anchored not stored refs pending

Generative Modeling of Networked Time-Series via Transformer Architectures

Yusuf Elnady

arxiv:2506.07312 v1 · 2025-06-08 · 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{VN3NVVEYMNJ4EEM6SVPEV5G3NR}

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	2026-07-05T11:18:24.866712Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab76dad4986353c2119e955e4af4db6c7c4bfb379f5462c7ba9e1d2e7504f025

Aliases

arxiv: 2506.07312 · arxiv_version: 2506.07312v1 · doi: 10.48550/arxiv.2506.07312 · pith_short_12: VN3NVVEYMNJ4 · pith_short_16: VN3NVVEYMNJ4EEM6 · pith_short_8: VN3NVVEY

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/VN3NVVEYMNJ4EEM6SVPEV5G3NR \
  | 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: ab76dad4986353c2119e955e4af4db6c7c4bfb379f5462c7ba9e1d2e7504f025

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec8be730447ae6ae704392f8b602e2038586fa0db9df09b3dee22d879d5c8404",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-08T23:05:13Z",
    "title_canon_sha256": "b21b3ea319d4aa060a7e084cf16a25fa87a2c01068df34f230ccaad2e05582b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.07312",
    "kind": "arxiv",
    "version": 1
  }
}