Pith Number

pith:X34K7B4O

pith:2020:X34K7B4OMX7SGAYSPKL7EV74BI

not attested not anchored not stored refs pending

Reinforcement Learning Framework for Deep Brain Stimulation Study

Dmitrii Krylov, Dmitry V. Dylov, Michael Rosenblum, Remi Tachet, Romain Laroche

arxiv:2002.10948 v1 · 2020-02-22 · q-bio.NC · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X34K7B4OMX7SGAYSPKL7EV74BI}

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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

Sample-Efficient Reinforcement Learning Controller for Deep Brain Stimulation in Parkinson's Disease

Receipt and verification

First computed	2026-07-05T03:16:04.078248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bef8af878e65ff2303127a97f257fc0a3b054d9c82e6102d5dc4be33ee36a93c

Aliases

arxiv: 2002.10948 · arxiv_version: 2002.10948v1 · doi: 10.48550/arxiv.2002.10948 · pith_short_12: X34K7B4OMX7S · pith_short_16: X34K7B4OMX7SGAYS · pith_short_8: X34K7B4O

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/X34K7B4OMX7SGAYSPKL7EV74BI \
  | 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: bef8af878e65ff2303127a97f257fc0a3b054d9c82e6102d5dc4be33ee36a93c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4b0626f2b8cb7c627a35948252821294fc5fda813cb679ec8499f8d5967c48b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2020-02-22T16:48:43Z",
    "title_canon_sha256": "e96cd63dfc60857f5033ecf2ad69204a4ffdd45a8be1661e94a9c1e2265420d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.10948",
    "kind": "arxiv",
    "version": 1
  }
}