Pith Number

pith:FZYKU4NC

pith:2016:FZYKU4NCKA7FJG637LC66WOVBK

not attested not anchored not stored refs pending

Extracting Actionability from Machine Learning Models by Sub-optimal Deterministic Planning

Haihua Shen, Ling Chen, Qiang Lyu, Xing Zhang, Yixin Chen, Zhaorong Li, Zhicheng Cui

arxiv:1611.00873 v1 · 2016-11-03 · 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{FZYKU4NCKA7FJG637LC66WOVBK}

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	2026-05-18T01:00:18.422576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e70aa71a2503e549bdbfac5ef59d50ab1752cf8ecc68562d19170bb6227cd58

Aliases

arxiv: 1611.00873 · arxiv_version: 1611.00873v1 · doi: 10.48550/arxiv.1611.00873 · pith_short_12: FZYKU4NCKA7F · pith_short_16: FZYKU4NCKA7FJG63 · pith_short_8: FZYKU4NC

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/FZYKU4NCKA7FJG637LC66WOVBK \
  | 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: 2e70aa71a2503e549bdbfac5ef59d50ab1752cf8ecc68562d19170bb6227cd58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7be49a3b72cb6549f5a1594f6a476f6ebe40d3975725f22cbe8ee69bdf7693cd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-11-03T03:53:41Z",
    "title_canon_sha256": "01f09c5f839c628efab0b04c9aae0ff752e47471d454dcde1ed6550a1db43032"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.00873",
    "kind": "arxiv",
    "version": 1
  }
}