pith. sign in
Pith Number

pith:GV6SVI2X

pith:2021:GV6SVI2XKJ5W6FEHH2476ZO54H
not attested not anchored not stored refs pending

Current State and Future Directions for Learning in Biological Recurrent Neural Networks: A Perspective Piece

Arna Ghosh, Blake A. Richards, Claudia Clopath, Cristina Savin, Ellen Boven, Franz Scherr, Joe Pemberton, Katharina Anna Wilmes, Luke Y. Prince, Roy Henha Eyono, Rui Ponte Costa, Wolfgang Maass

arxiv:2105.05382 v2 · 2021-05-12 · q-bio.NC · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GV6SVI2XKJ5W6FEHH2476ZO54H}

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.
Receipt and verification
First computed 2026-07-05T03:46:13.216493Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

357d2aa357527b6f14873eb9ff65dde1f9a9f26d6cb06fd3395261e708c9640b

Aliases

arxiv: 2105.05382 · arxiv_version: 2105.05382v2 · doi: 10.48550/arxiv.2105.05382 · pith_short_12: GV6SVI2XKJ5W · pith_short_16: GV6SVI2XKJ5W6FEH · pith_short_8: GV6SVI2X
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GV6SVI2XKJ5W6FEHH2476ZO54H \
  | 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: 357d2aa357527b6f14873eb9ff65dde1f9a9f26d6cb06fd3395261e708c9640b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ef042d17263805037f948ab3cc0320bf9bd07090cd09ad1e056b486060c85690",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2021-05-12T00:59:40Z",
    "title_canon_sha256": "2d7154b8e33d0853f58570531264ea446df6d1fedcd1a994eab2e9fddf5d4c9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.05382",
    "kind": "arxiv",
    "version": 2
  }
}