Pith Number

pith:URBLI34C

pith:2026:URBLI34CF3C7GXEACZJSDY32PV

not attested not anchored not stored refs pending

Understanding How Humans Inject Knowledge into Machine Learning Workflows through Visual Analytics

Afrah Farea, Gennady Andrienko, Joyraj Chakraborty, Min Chen, Natalia Andrienko, Philip Beaucamp, Saiful Khan, Yiwen Xing, Yuanzhe Jin

arxiv:2607.00969 v1 · 2026-07-01 · 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{URBLI34CF3C7GXEACZJSDY32PV}

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	2026-07-02T01:18:24.784185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a442b46f822ec5f35c80165321e37a7d7a7dcee98107c6069a7508c5a7fe2a19

Aliases

arxiv: 2607.00969 · arxiv_version: 2607.00969v1 · doi: 10.48550/arxiv.2607.00969 · pith_short_12: URBLI34CF3C7 · pith_short_16: URBLI34CF3C7GXEA · pith_short_8: URBLI34C

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/URBLI34CF3C7GXEACZJSDY32PV \
  | 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: a442b46f822ec5f35c80165321e37a7d7a7dcee98107c6069a7508c5a7fe2a19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "273364af7418e82d6c76f071624baa951c746cb36d4a54a5633f18b17d17064f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2026-07-01T14:04:52Z",
    "title_canon_sha256": "3707cad543b686f18bedca8167f96b38d683148197871e8d58eda877d808bf95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.00969",
    "kind": "arxiv",
    "version": 1
  }
}