Pith Number

pith:L2ZXYMXB

pith:2025:L2ZXYMXBTZOIGGY2HDNJ56P2U3

not attested not anchored not stored refs pending

Scaling laws for decoding images from brain activity

Hubert Banville, Jean-R\'emi King, J\'er\'emy Rapin, St\'ephane d'Ascoli, Yohann Benchetrit

arxiv:2501.15322 v2 · 2025-01-25 · eess.IV · cs.AI · cs.LG · 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{L2ZXYMXBTZOIGGY2HDNJ56P2U3}

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

7 papers in Pith

Boosting Brain-to-Image Decoding with TRIBE v2 Data Augmentation

Visualizing the Invisible: Generative Visual Grounding Empowers Universal EEG Understanding in MLLMs

How Much is Brain Data Worth for Machine Learning?

DANCE: Detect and Classify Events in EEG

Receipt and verification

First computed	2026-07-05T10:06:10.942575Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5eb37c32e19e5c831b1a38da9ef9faa6fa1dc4f78bec44aca56a26e12a9daaa8

Aliases

arxiv: 2501.15322 · arxiv_version: 2501.15322v2 · doi: 10.48550/arxiv.2501.15322 · pith_short_12: L2ZXYMXBTZOI · pith_short_16: L2ZXYMXBTZOIGGY2 · pith_short_8: L2ZXYMXB

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/L2ZXYMXBTZOIGGY2HDNJ56P2U3 \
  | 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: 5eb37c32e19e5c831b1a38da9ef9faa6fa1dc4f78bec44aca56a26e12a9daaa8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "131ca31d1baaebf1bc75e88caa85ff655408f57c5e6bc1434a0335be21136723",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "q-bio.NC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2025-01-25T20:38:36Z",
    "title_canon_sha256": "02febd996a75903e409c25ee1ea814b1c8d531633c3faa5f417d5f05e36ce186"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15322",
    "kind": "arxiv",
    "version": 2
  }
}