Pith Number

pith:SDIIOWFS

pith:2019:SDIIOWFSTIPKZLG5L3VB7656YD

not attested not anchored not stored refs pending

Exploration-Exploitation Trade-off in Reinforcement Learning on Online Markov Decision Processes with Global Concave Rewards

Wang Chi Cheung

arxiv:1905.06466 v1 · 2019-05-15 · cs.LG · math.OC · 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{SDIIOWFSTIPKZLG5L3VB7656YD}

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	2026-05-17T23:46:02.281976Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90d08758b29a1eacacdd5eea1ffbbec0e4a66baba62a0b52935e6276931ae171

Aliases

arxiv: 1905.06466 · arxiv_version: 1905.06466v1 · doi: 10.48550/arxiv.1905.06466 · pith_short_12: SDIIOWFSTIPK · pith_short_16: SDIIOWFSTIPKZLG5 · pith_short_8: SDIIOWFS

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/SDIIOWFSTIPKZLG5L3VB7656YD \
  | 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: 90d08758b29a1eacacdd5eea1ffbbec0e4a66baba62a0b52935e6276931ae171

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6da5c418229e18020adecfe7cd8b19a5f0f8f81df096a6d25ca036ffe08ba57",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-15T23:09:05Z",
    "title_canon_sha256": "0cacf4caef645469dc1ddb04a08f9e9cb668657d599819f853d6d6cfdc5b504b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.06466",
    "kind": "arxiv",
    "version": 1
  }
}