Pith Number

pith:L2OHHSHX

pith:2020:L2OHHSHXVCQT55AAICV6XGCTSO

not attested not anchored not stored refs pending

$Q$-learning with Logarithmic Regret

Kunhe Yang, Lin F. Yang, Simon S. Du

arxiv:2006.09118 v2 · 2020-06-16 · 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{L2OHHSHXVCQT55AAICV6XGCTSO}

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	2026-07-05T02:17:25.798137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e9c73c8f7a8a13ef40040abeb9853938f9df9a777766ddc8c8ff509c9c780e2

Aliases

arxiv: 2006.09118 · arxiv_version: 2006.09118v2 · doi: 10.48550/arxiv.2006.09118 · pith_short_12: L2OHHSHXVCQT · pith_short_16: L2OHHSHXVCQT55AA · pith_short_8: L2OHHSHX

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/L2OHHSHXVCQT55AAICV6XGCTSO \
  | 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: 5e9c73c8f7a8a13ef40040abeb9853938f9df9a777766ddc8c8ff509c9c780e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05577c5e91d094c7b8aeefd73976f1f050fba3b6e445009ff7c7844f002783d4",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-16T13:01:33Z",
    "title_canon_sha256": "b56dd4d2c8d233f344ce3dc09e4a0d3f7b369fb28197beff8de0b1a5588c6fad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.09118",
    "kind": "arxiv",
    "version": 2
  }
}