Pith Number

pith:X7HGFRRM

pith:2019:X7HGFRRMG2VZKEEKO72NQ7MSB5

not attested not anchored not stored refs pending

Equipping Experts/Bandits with Long-term Memory

Haipeng Luo, Ilias Diakonikolas, Kai Zheng, Liwei Wang

arxiv:1905.12950 v2 · 2019-05-30 · 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{X7HGFRRMG2VZKEEKO72NQ7MSB5}

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	2026-07-05T00:15:05.712264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfce62c62c36ab95108a77f4d87d920f4b3cf84730cb93f6dd8307aae6f5b0cc

Aliases

arxiv: 1905.12950 · arxiv_version: 1905.12950v2 · doi: 10.48550/arxiv.1905.12950 · pith_short_12: X7HGFRRMG2VZ · pith_short_16: X7HGFRRMG2VZKEEK · pith_short_8: X7HGFRRM

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/X7HGFRRMG2VZKEEKO72NQ7MSB5 \
  | 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: bfce62c62c36ab95108a77f4d87d920f4b3cf84730cb93f6dd8307aae6f5b0cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6142fd6d1ca34db39ca9cf967bbac447317f1d358e75892fe225c3b1263578e6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-30T10:38:45Z",
    "title_canon_sha256": "2aaf26d4e18099606802ad5a57dad58a744179c07b65941d87db8992edbf70cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.12950",
    "kind": "arxiv",
    "version": 2
  }
}