Pith Number

pith:E2HNDSMG

pith:2024:E2HNDSMGNMVMN6MMWOMRN76I22

not attested not anchored not stored refs pending

Active Disruption Avoidance and Trajectory Design for Tokamak Ramp-downs with Neural Differential Equations and Reinforcement Learning

Allen M. Wang, Charles Dawson, Chuchu Fan, Cristina Rea, Darren T. Garnier, Oswin So

arxiv:2402.09387 v1 · 2024-02-14 · 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{E2HNDSMGNMVMN6MMWOMRN76I22}

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

1 paper in Pith

TokaMark: A Comprehensive Benchmark for MAST Tokamak Plasma Models

Receipt and verification

First computed	2026-07-05T07:45:13.117809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

268ed1c9866b2ac6f98cb39916ffc8d68f75971239bc89c71b45d70335280bae

Aliases

arxiv: 2402.09387 · arxiv_version: 2402.09387v1 · doi: 10.48550/arxiv.2402.09387 · pith_short_12: E2HNDSMGNMVM · pith_short_16: E2HNDSMGNMVMN6MM · pith_short_8: E2HNDSMG

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/E2HNDSMGNMVMN6MMWOMRN76I22 \
  | 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: 268ed1c9866b2ac6f98cb39916ffc8d68f75971239bc89c71b45d70335280bae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c7f47a6aa1084d30a709d67e5c8b39aece32ba36cd2152bee8d48e4c778f23f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.plasm-ph",
    "submitted_at": "2024-02-14T18:37:40Z",
    "title_canon_sha256": "3fbfebfa4d127c901b3b5e07f6b119abb22a5e3d8d812fd37a69b54583873e85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09387",
    "kind": "arxiv",
    "version": 1
  }
}