Pith Number

pith:Z6SQOECH

pith:2020:Z6SQOECHST6MEERTWQTJ2A2TCV

not attested not anchored not stored refs pending

Non-Stationary Latent Bandits

Amr Ahmed, Branislav Kveton, Craig Boutilier, Joey Hong, Manzil Zaheer, Mohammad Ghavamzadeh, Yinlam Chow

arxiv:2012.00386 v1 · 2020-12-01 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z6SQOECHST6MEERTWQTJ2A2TCV}

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

1 paper in Pith

Latent Order Bandits

Receipt and verification

First computed	2026-07-05T01:55:35.768516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfa507104794fcc21233b4269d0353156901426c2c80b6b82453043649190c79

Aliases

arxiv: 2012.00386 · arxiv_version: 2012.00386v1 · doi: 10.48550/arxiv.2012.00386 · pith_short_12: Z6SQOECHST6M · pith_short_16: Z6SQOECHST6MEERT · pith_short_8: Z6SQOECH

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/Z6SQOECHST6MEERTWQTJ2A2TCV \
  | 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: cfa507104794fcc21233b4269d0353156901426c2c80b6b82453043649190c79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d64c5469ed79d6cbf98b893de820e6bc7aa2d57e45c0574d03c4499669ff6f63",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-01T10:31:57Z",
    "title_canon_sha256": "ad890783b8c71ca21eb5e26c9926962bd91fee4bfb1c649a0e4822e8e2c7f671"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.00386",
    "kind": "arxiv",
    "version": 1
  }
}