Pith Number

pith:QEVTCL2S

pith:2025:QEVTCL2SBFCYLEBH2E3T5NNDM7

not attested not anchored not stored refs pending

Beyond Black Boxes: Enhancing Interpretability of Transformers Trained on Neural Data

Caswell Barry, Eva Dyer, Laurence Freeman, Philip Shamash, Tiago Branco, Vinam Arora

arxiv:2506.14014 v1 · 2025-06-16 · q-bio.QM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QEVTCL2SBFCYLEBH2E3T5NNDM7}

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

Can neurons speak? Semantic narration of vision at single-cell resolution

Receipt and verification

First computed	2026-07-05T11:22:47.392531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

812b312f520945859027d1373eb5a367fceb55c25896a8517cd3dd54b7cda019

Aliases

arxiv: 2506.14014 · arxiv_version: 2506.14014v1 · doi: 10.48550/arxiv.2506.14014 · pith_short_12: QEVTCL2SBFCY · pith_short_16: QEVTCL2SBFCYLEBH · pith_short_8: QEVTCL2S

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/QEVTCL2SBFCYLEBH2E3T5NNDM7 \
  | 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: 812b312f520945859027d1373eb5a367fceb55c25896a8517cd3dd54b7cda019

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "165530c9104498710d7044ee2615ec48e9c6dd6e3c4cad8e875ea0428728a95c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.QM",
    "submitted_at": "2025-06-16T21:26:01Z",
    "title_canon_sha256": "7d04836b20af0f1643c1efb5b36480e90824bef50c9b2202c8ec984f2be39c84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14014",
    "kind": "arxiv",
    "version": 1
  }
}