Pith Number

pith:I5XHX6FR

pith:2025:I5XHX6FRZ7ZELK43IFJKVLCURP

not attested not anchored not stored refs pending

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy

Huajun Liu, Kaiyang Zeng, Qibin Zeng, Shuming Wei, Wanheng Lu, Ziwei Wei

arxiv:2502.07326 v1 · 2025-02-11 · cond-mat.mtrl-sci · cs.LG · physics.app-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I5XHX6FRZ7ZELK43IFJKVLCURP}

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	2026-07-05T10:12:36.116513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

476e7bf8b1cff245ab9b4152aaac548befc467e9fd4d49dac59c7ba67b2fef96

Aliases

arxiv: 2502.07326 · arxiv_version: 2502.07326v1 · doi: 10.48550/arxiv.2502.07326 · pith_short_12: I5XHX6FRZ7ZE · pith_short_16: I5XHX6FRZ7ZELK43 · pith_short_8: I5XHX6FR

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/I5XHX6FRZ7ZELK43IFJKVLCURP \
  | 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: 476e7bf8b1cff245ab9b4152aaac548befc467e9fd4d49dac59c7ba67b2fef96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7468305c6484bed9a5c7958826edbb93d3a5ebabbbfcca420faf4f53a4c0f10a",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.app-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-02-11T07:43:46Z",
    "title_canon_sha256": "100dec0f36d91c6f8e6a582d48c37b4e4c3604b766990384d5470e3fef3df9f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07326",
    "kind": "arxiv",
    "version": 1
  }
}