Pith Number

pith:4TF5E2U5

pith:2024:4TF5E2U5I6TQTWES5UI3TTOIWY

not attested not anchored not stored refs pending

Unsupervised Reward-Driven Image Segmentation in Automated Scanning Transmission Electron Microscopy Experiments

Austin C. Houston, Gerd Duscher, Kamyar Barakati, Sergei V. Kalinin, Utkarsh Pratiush

arxiv:2409.12462 v2 · 2024-09-19 · cond-mat.mtrl-sci · cs.HC · 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{4TF5E2U5I6TQTWES5UI3TTOIWY}

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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

Reward driven workflows for unsupervised explainable analysis of phases and ferroic variants from atomically resolved imaging data

Receipt and verification

First computed	2026-07-05T09:09:26.654966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4cbd26a9d47a709d892ed11b9cdc8b60058c695f8dc4afe5634c4feea3b4b40

Aliases

arxiv: 2409.12462 · arxiv_version: 2409.12462v2 · doi: 10.48550/arxiv.2409.12462 · pith_short_12: 4TF5E2U5I6TQ · pith_short_16: 4TF5E2U5I6TQTWES · pith_short_8: 4TF5E2U5

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/4TF5E2U5I6TQTWES5UI3TTOIWY \
  | 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: e4cbd26a9d47a709d892ed11b9cdc8b60058c695f8dc4afe5634c4feea3b4b40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0309b4263648868070bc3e297f407b7c13da9823fe77f00bd8ff50e7e11d2de",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2024-09-19T04:51:13Z",
    "title_canon_sha256": "0a3ecf4289124dec3c2691713ea1d266e3dcff92fdceb6f61f712c83bec89e9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12462",
    "kind": "arxiv",
    "version": 2
  }
}