Pith Number

pith:3OLFIGI2

pith:2020:3OLFIGI2DGCO47LY3TAPPAMCAM

not attested not anchored not stored refs pending

An Asymptotically Optimal Primal-Dual Incremental Algorithm for Contextual Linear Bandits

Alessandro Lazaric, Andrea Tirinzoni, Marcello Restelli, Matteo Pirotta

arxiv:2010.12247 v2 · 2020-10-23 · 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{3OLFIGI2DGCO47LY3TAPPAMCAM}

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	2026-07-05T01:53:10.305657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db9654191a1984ee7d78dcc0f7818203125cbef477d695366d8b9b4aeb4660f6

Aliases

arxiv: 2010.12247 · arxiv_version: 2010.12247v2 · doi: 10.48550/arxiv.2010.12247 · pith_short_12: 3OLFIGI2DGCO · pith_short_16: 3OLFIGI2DGCO47LY · pith_short_8: 3OLFIGI2

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/3OLFIGI2DGCO47LY3TAPPAMCAM \
  | 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: db9654191a1984ee7d78dcc0f7818203125cbef477d695366d8b9b4aeb4660f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92d35207fbd24197daaa806e84dc4c6ca58d3e8cd02ee3b5375ff325e0f43e4e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-23T09:12:47Z",
    "title_canon_sha256": "c5589f66bb956cf23e3a22630da93730625040515469ae6c2c4b06ed46da0db8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.12247",
    "kind": "arxiv",
    "version": 2
  }
}