Pith Number

pith:3GY45U5O

pith:2023:3GY45U5OGLXDCSCGCKKUJZ7QP4

not attested not anchored not stored refs pending

Towards practical reinforcement learning for tokamak magnetic control

Andrea Huber, Andrea Michi, Brendan D. Tracey, Cosmin Paduraru, Craig Donner, Cristian Galperti, Daniel J. Mankowitz, Federico Felici, Ian Davies, Jonas Buchli, Jonathan Evens, Martin Riedmiller, Michael Neunert, Nevena Lazic, Paula Kurylowicz, The TCV Team, Timo Ewalds, Yuri Chervonyi

arxiv:2307.11546 v2 · 2023-07-21 · physics.plasm-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{3GY45U5OGLXDCSCGCKKUJZ7QP4}

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	2026-07-05T06:57:24.829681Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9b1ced3ae32ee314846129544e7f07f157d75dde7fb034f04611c310b9d3867

Aliases

arxiv: 2307.11546 · arxiv_version: 2307.11546v2 · doi: 10.48550/arxiv.2307.11546 · pith_short_12: 3GY45U5OGLXD · pith_short_16: 3GY45U5OGLXDCSCG · pith_short_8: 3GY45U5O

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/3GY45U5OGLXDCSCGCKKUJZ7QP4 \
  | 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: d9b1ced3ae32ee314846129544e7f07f157d75dde7fb034f04611c310b9d3867

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86ddd8953ef42595c5e20e28143bffa90fca3d396e0341157890fcec6dac0145",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.plasm-ph",
    "submitted_at": "2023-07-21T12:47:28Z",
    "title_canon_sha256": "9c3d9e8adcef849c8773cc345fd46287b9091b29c45ab53a864e07c6e7a1c355"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.11546",
    "kind": "arxiv",
    "version": 2
  }
}