Pith Number

pith:CS4ZHVWX

pith:2022:CS4ZHVWXDGUQ3OEL2LJKOGHAUI

not attested not anchored not stored refs pending

Human-in-the-loop Machine Learning: A Macro-Micro Perspective

Bin Guo, Jiangtao Wang, Liming Chen

arxiv:2202.10564 v1 · 2022-02-21 · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CS4ZHVWXDGUQ3OEL2LJKOGHAUI}

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

2 papers in Pith

Natural Language Processing in the Legal Domain

Industry Practitioners Perspectives on AI Model Quality: Perceptions, Challenges, and Solutions

Receipt and verification

First computed	2026-07-05T03:59:05.642221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14b993d6d719a90db88bd2d2a718e0a219beacae82fa8538f23864d667c6cd2f

Aliases

arxiv: 2202.10564 · arxiv_version: 2202.10564v1 · doi: 10.48550/arxiv.2202.10564 · pith_short_12: CS4ZHVWXDGUQ · pith_short_16: CS4ZHVWXDGUQ3OEL · pith_short_8: CS4ZHVWX

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/CS4ZHVWXDGUQ3OEL2LJKOGHAUI \
  | 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: 14b993d6d719a90db88bd2d2a718e0a219beacae82fa8538f23864d667c6cd2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ed832b4c0045de8e93aa17f3dc25d406342bc2aea5f0fce247b045037612eb0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2022-02-21T22:45:59Z",
    "title_canon_sha256": "b86c03c2b82a166ef2416e05e2478e75763d2891901f74ae17df961cf3015328"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.10564",
    "kind": "arxiv",
    "version": 1
  }
}