Pith Number

pith:M7G2BTWZ

pith:2017:M7G2BTWZ4DDW2ZUUGW4A5LP6FN

not attested not anchored not stored refs pending

Efficient Online Learning for Optimizing Value of Information: Theory and Application to Interactive Troubleshooting

Andreas Krause, Jean-Michel Renders, Morteza Haghir Chehreghani, Yuxin Chen

arxiv:1703.05452 v2 · 2017-03-16 · cs.AI · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M7G2BTWZ4DDW2ZUUGW4A5LP6FN}

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	2026-05-18T00:40:13.226569Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67cda0ced9e0c76d669435b80eadfe2b7e005fd79b2890751fe8b76c5391ac4f

Aliases

arxiv: 1703.05452 · arxiv_version: 1703.05452v2 · doi: 10.48550/arxiv.1703.05452 · pith_short_12: M7G2BTWZ4DDW · pith_short_16: M7G2BTWZ4DDW2ZUU · pith_short_8: M7G2BTWZ

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/M7G2BTWZ4DDW2ZUUGW4A5LP6FN \
  | 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: 67cda0ced9e0c76d669435b80eadfe2b7e005fd79b2890751fe8b76c5391ac4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76ed6e637728e2eaf34ebcb6fbc162e5086fff6c703a1487538ab7a49ef97151",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-03-16T01:37:25Z",
    "title_canon_sha256": "3067b5f5bf35cae18a8731dff166ad5e28c8784f407c43b6db334ceebf3dcea1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.05452",
    "kind": "arxiv",
    "version": 2
  }
}