Pith Number

pith:4KWFAD7D

pith:2020:4KWFAD7DLUDYDUTRTGMCTQOKD6

not attested not anchored not stored refs pending

Unifying and generalizing models of neural dynamics during decision-making

David M. Zoltowski, Jonathan W. Pillow, Scott W. Linderman

arxiv:2001.04571 v1 · 2020-01-13 · q-bio.NC · stat.ML

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\usepackage{pith}
\pithnumber{4KWFAD7DLUDYDUTRTGMCTQOKD6}

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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

Dynamical Priors as a Training Objective in Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:33:26.989166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2ac500fe35d0781d271999829c1ca1fa1ad1b7fb8a6b21514a57bf06996d864

Aliases

arxiv: 2001.04571 · arxiv_version: 2001.04571v1 · doi: 10.48550/arxiv.2001.04571 · pith_short_12: 4KWFAD7DLUDY · pith_short_16: 4KWFAD7DLUDYDUTR · pith_short_8: 4KWFAD7D

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/4KWFAD7DLUDYDUTRTGMCTQOKD6 \
  | 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: e2ac500fe35d0781d271999829c1ca1fa1ad1b7fb8a6b21514a57bf06996d864

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a6e2fae8093ce5a419d67f8f259bed2b3e8948fb7efaeb07b21e115b1a969cb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2020-01-13T23:57:28Z",
    "title_canon_sha256": "0dc55bd5abbed990f1b7df43d4a5a50888c0211d1b36b728a4600f558acb24e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.04571",
    "kind": "arxiv",
    "version": 1
  }
}