Pith Number

pith:G4RVS4CT

pith:2016:G4RVS4CT7MP4II4F7IFWM3DXYJ

not attested not anchored not stored refs pending

Optimal Recommendation to Users that React: Online Learning for a Class of POMDPs

Aditya Gopalan, D. Manjunath, Rahul Meshram

arxiv:1603.09233 v1 · 2016-03-30 · 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{G4RVS4CT7MP4II4F7IFWM3DXYJ}

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	2026-05-18T01:18:01.078900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3723597053fb1fc42385fa0b666c77c243b1f85e13d0dd697faea2f1bd916e81

Aliases

arxiv: 1603.09233 · arxiv_version: 1603.09233v1 · doi: 10.48550/arxiv.1603.09233 · pith_short_12: G4RVS4CT7MP4 · pith_short_16: G4RVS4CT7MP4II4F · pith_short_8: G4RVS4CT

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/G4RVS4CT7MP4II4F7IFWM3DXYJ \
  | 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: 3723597053fb1fc42385fa0b666c77c243b1f85e13d0dd697faea2f1bd916e81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb5d03e225c04b22a170d66f0ad5da10c69e2f975c73490b9a0cd4910d465cee",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-03-30T14:58:32Z",
    "title_canon_sha256": "f0688dba9a0874dfa6ab683e2739ccfb8103914de980410bbef8c5059769edae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1603.09233",
    "kind": "arxiv",
    "version": 1
  }
}