Pith Number

pith:EFSX3SGU

pith:2024:EFSX3SGU3P6PSTIFHWPDQP3RZ6

not attested not anchored not stored refs pending

Beating Adversarial Low-Rank MDPs with Unknown Transition and Bandit Feedback

Chen-Yu Wei, Haolin Liu, Julian Zimmert, Zakaria Mhammedi

arxiv:2411.06739 v1 · 2024-11-11 · 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{EFSX3SGU3P6PSTIFHWPDQP3RZ6}

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	2026-07-05T09:33:50.752350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21657dc8d4dbfcf94d053d9e383f71cf8c9c1c6ba048e07e5a3a66d253b813f1

Aliases

arxiv: 2411.06739 · arxiv_version: 2411.06739v1 · doi: 10.48550/arxiv.2411.06739 · pith_short_12: EFSX3SGU3P6P · pith_short_16: EFSX3SGU3P6PSTIF · pith_short_8: EFSX3SGU

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/EFSX3SGU3P6PSTIFHWPDQP3RZ6 \
  | 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: 21657dc8d4dbfcf94d053d9e383f71cf8c9c1c6ba048e07e5a3a66d253b813f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd95e4bb998a2b0dfeaa6d4feb06b9f279a55b058e8f8ca41564d6bd8a04ea58",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-11T06:19:33Z",
    "title_canon_sha256": "9a547a624f8e77c4ece6abedfa88555a84fff00aa4269685799a56aebcfba47f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06739",
    "kind": "arxiv",
    "version": 1
  }
}