Pith Number

pith:7YBTAE42

pith:2025:7YBTAE425SS5DJADNJ5JZLL272

not attested not anchored not stored refs pending

Set Transformer Architectures and Synthetic Data Generation for Flow-Guided Nanoscale Localization

Ethungshan Shitiri, Filip Lemic, Gerard Calvo Bartra, Mika Leo Hube, Sergi Abadal, Xavier Costa P\'erez

arxiv:2508.16200 v1 · 2025-08-22 · cs.ET · cs.AI · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7YBTAE425SS5DJADNJ5JZLL272}

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

Communicating Smartly in Molecular Communication Environments: Neural Networks in the Internet of Bio-Nano Things

Receipt and verification

First computed	2026-07-05T11:57:43.908438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe0330139aeca5d1a4036a7a9cad7afe93eb0b69406c5ac4fcd0491fcbb5083d

Aliases

arxiv: 2508.16200 · arxiv_version: 2508.16200v1 · doi: 10.48550/arxiv.2508.16200 · pith_short_12: 7YBTAE425SS5 · pith_short_16: 7YBTAE425SS5DJAD · pith_short_8: 7YBTAE42

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/7YBTAE425SS5DJADNJ5JZLL272 \
  | 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: fe0330139aeca5d1a4036a7a9cad7afe93eb0b69406c5ac4fcd0491fcbb5083d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea41dbaa6d3ae689e1f79d1adec7853ac55a925eb34648f63dbd747e7ca0fe8b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.ET",
    "submitted_at": "2025-08-22T08:22:25Z",
    "title_canon_sha256": "0bf4706a7aa596dfd7bcba7fa0d1522ef7d6eb4c7121d6f7a4a1226da77a411c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.16200",
    "kind": "arxiv",
    "version": 1
  }
}