Pith Number

pith:YUXHZBDO

pith:2022:YUXHZBDOVSZF34RUXTCZFKPFEW

not attested not anchored not stored refs pending

When Is Partially Observable Reinforcement Learning Not Scary?

Alan Chung, Chi Jin, Csaba Szepesv\'ari, Qinghua Liu

arxiv:2204.08967 v2 · 2022-04-19 · cs.LG · cs.AI · cs.SY · eess.SY · 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{YUXHZBDOVSZF34RUXTCZFKPFEW}

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

The Sample Complexity of Online Strategic Decision Making with Information Asymmetry and Knowledge Transportability

Receipt and verification

First computed	2026-07-05T04:26:23.372349Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c52e7c846eacb25df234bcc592a9e5258163eca6505c7006926f3a4419f3e6fa

Aliases

arxiv: 2204.08967 · arxiv_version: 2204.08967v2 · doi: 10.48550/arxiv.2204.08967 · pith_short_12: YUXHZBDOVSZF · pith_short_16: YUXHZBDOVSZF34RU · pith_short_8: YUXHZBDO

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/YUXHZBDOVSZF34RUXTCZFKPFEW \
  | 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: c52e7c846eacb25df234bcc592a9e5258163eca6505c7006926f3a4419f3e6fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54feba04233bc744cb811e2f7d5fe703dcf0a35a4777b766a11065e7dbeaaaca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-19T16:08:28Z",
    "title_canon_sha256": "64faebe0000572f77a290e8f11b4100f30bc8dc9de7e1a09bffbb7681dfd54c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.08967",
    "kind": "arxiv",
    "version": 2
  }
}