Pith Number

pith:W7MZVNHE

pith:2023:W7MZVNHEJ4EFGQYBPKOF43XKDT

not attested not anchored not stored refs pending

Learning to Decode the Surface Code with a Recurrent, Transformer-Based Neural Network

Alex Davies, Andrew W Senior, Cody Jones, Craig Gidney, Demis Hassabis, Dvir Kafri, Francisco J H Heras, George Holland, Hartmut Neven, Johannes Bausch, Juan Atalaya, Kevin Satzinger, Michael Newman, Murphy Yuezhen Niu, Pushmeet Kohli, Sam Blackwell, Sergio Boixo, Thomas Edlich

arxiv:2310.05900 v1 · 2023-10-09 · quant-ph · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W7MZVNHEJ4EFGQYBPKOF43XKDT}

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

5 papers in Pith

Coset Ensemble Decoder for Quantum Error Correction with Algorithm-Hardware Co-Design

Managing Classical Processing Requirements for Quantum Error Correction

Soft information decoding with superconducting qubits

Proof of a finite threshold for the union-find decoder

Low Latency GNN Accelerator for Quantum Error Correction

Receipt and verification

First computed	2026-07-05T09:45:06.709495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7d99ab4e44f085343017a9c5e6eea1cfde40ca69f5e65451c479b12e0d24bb1

Aliases

arxiv: 2310.05900 · arxiv_version: 2310.05900v1 · doi: 10.48550/arxiv.2310.05900 · pith_short_12: W7MZVNHEJ4EF · pith_short_16: W7MZVNHEJ4EFGQYB · pith_short_8: W7MZVNHE

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/W7MZVNHEJ4EFGQYBPKOF43XKDT \
  | 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: b7d99ab4e44f085343017a9c5e6eea1cfde40ca69f5e65451c479b12e0d24bb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd4e63f172148a91537e97281b2964618c46ccccd561edbb91afc117f06684e8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2023-10-09T17:41:37Z",
    "title_canon_sha256": "4a817f15978627202c45cd5c222333c938c9a54749ca8a586c53f6edddd087d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05900",
    "kind": "arxiv",
    "version": 1
  }
}