Pith Number

pith:HPODTUF4

pith:2019:HPODTUF4WDPEUYHGPLZYITXQP7

not attested not anchored not stored refs pending

A Unified Switching System Perspective and O.D.E. Analysis of Q-Learning Algorithms

Donghwan Lee, Niao He

arxiv:1912.02270 v3 · 2019-12-04 · math.OC · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HPODTUF4WDPEUYHGPLZYITXQP7}

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

Statistical Inference for Misspecified Contextual Bandits

Receipt and verification

First computed	2026-07-05T02:15:56.601090Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bdc39d0bcb0de4a60e67af3844ef07fdd52bb8be130dc588397e0c402b8bad6

Aliases

arxiv: 1912.02270 · arxiv_version: 1912.02270v3 · doi: 10.48550/arxiv.1912.02270 · pith_short_12: HPODTUF4WDPE · pith_short_16: HPODTUF4WDPEUYHG · pith_short_8: HPODTUF4

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/HPODTUF4WDPEUYHGPLZYITXQP7 \
  | 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: 3bdc39d0bcb0de4a60e67af3844ef07fdd52bb8be130dc588397e0c402b8bad6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3cd6f4681bf3833605cda32e79a59c2fa2ea36bb9576206dd5f67af2e43c76a",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2019-12-04T22:01:44Z",
    "title_canon_sha256": "8e25cc93e78c10a209db5f9810f2e976a2f1da6a27fb8c31de89d6fd2c570851"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.02270",
    "kind": "arxiv",
    "version": 3
  }
}