Pith Number

pith:X3XGJT4E

pith:2022:X3XGJT4EXAOQAWC5RKVC2GR6UN

not attested not anchored not stored refs pending

Reservoir Computing via Quantum Recurrent Neural Networks

Amol Deshmukh, Charlee Stefanski, Daniel Fry, Samuel Yen-Chi Chen, Vladimir Rastunkov

arxiv:2211.02612 v1 · 2022-11-04 · cs.NE · cs.LG · quant-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X3XGJT4EXAOQAWC5RKVC2GR6UN}

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

3 papers in Pith

Self-Modulating Quantum Fast-Weight Programmers for Efficient Adaptive Sequential Learning

Recursive QLSTM with Dynamic Variational Quantum Circuit Adaptation

Gated QKAN-FWP: Scalable Quantum-inspired Sequence Learning

Receipt and verification

First computed	2026-07-05T05:13:17.242738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

beee64cf84b81d00585d8aaa2d1a3ea3458e0cf4d9f2e061d1bd92f26173e8c0

Aliases

arxiv: 2211.02612 · arxiv_version: 2211.02612v1 · doi: 10.48550/arxiv.2211.02612 · pith_short_12: X3XGJT4EXAOQ · pith_short_16: X3XGJT4EXAOQAWC5 · pith_short_8: X3XGJT4E

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/X3XGJT4EXAOQAWC5RKVC2GR6UN \
  | 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: beee64cf84b81d00585d8aaa2d1a3ea3458e0cf4d9f2e061d1bd92f26173e8c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6af8b658eddc7d0fd4dd198576ef07bbabbabb8d5552352de65f394885ace32e",
    "cross_cats_sorted": [
      "cs.LG",
      "quant-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2022-11-04T17:30:46Z",
    "title_canon_sha256": "af077b6a606c70a25696fb2225addfabb3dae4eba5c9fbf0a80227007ddcbdae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02612",
    "kind": "arxiv",
    "version": 1
  }
}