Pith Number

pith:563SOUGC

pith:2024:563SOUGC2FSQGCHQIRIJP5X2E5

not attested not anchored not stored refs pending

Machine Learning-Based Reward-Driven Tuning of Scanning Probe Microscopy: Towards Fully Automated Microscopy

Astita Dubey, Jan-Chi Yang, Jason Bemis, Mahshid Ahmadi, Philip D. Rack, Reece Emery, Roger Proksch, Sergei V. Kalinin, Utkarsh Pratiush, Yu-Chen Liu, Yu Liu

arxiv:2408.04055 v2 · 2024-08-07 · cond-mat.mes-hall · cond-mat.mtrl-sci · cs.AI · 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{563SOUGC2FSQGCHQIRIJP5X2E5}

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

Mic-hackathon 2024: Hackathon on Machine Learning for Electron and Scanning Probe Microscopy

Receipt and verification

First computed	2026-07-05T09:54:03.487032Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efb72750c2d1650308f0445097f6fa27566358158e8a585d89df879b9f68f5ee

Aliases

arxiv: 2408.04055 · arxiv_version: 2408.04055v2 · doi: 10.48550/arxiv.2408.04055 · pith_short_12: 563SOUGC2FSQ · pith_short_16: 563SOUGC2FSQGCHQ · pith_short_8: 563SOUGC

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/563SOUGC2FSQGCHQIRIJP5X2E5 \
  | 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: efb72750c2d1650308f0445097f6fa27566358158e8a585d89df879b9f68f5ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "069bfe4b486abe84d0105e5fb643d112a7eda519f0d0395af6fdc39ed3f0851b",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cond-mat.mes-hall",
    "submitted_at": "2024-08-07T19:34:42Z",
    "title_canon_sha256": "13ffff3fa96b9b500d5d1baed2af0c8152f6a2f9025057c5f69cf60e066862c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.04055",
    "kind": "arxiv",
    "version": 2
  }
}