Pith Number

pith:VSOARE5S

pith:2025:VSOARE5SK7EU5ACXM6CRVCIKO7

not attested not anchored not stored refs pending

Near-optimal Regret Using Policy Optimization in Online MDPs with Aggregate Bandit Feedback

Tal Lancewicki, Yishay Mansour

arxiv:2502.04004 v1 · 2025-02-06 · 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{VSOARE5SK7EU5ACXM6CRVCIKO7}

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

When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?

Receipt and verification

First computed	2026-07-05T10:10:32.715238Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac9c0893b257c94e805767851a890a77da3d69110079e823dbd2c235d0e57839

Aliases

arxiv: 2502.04004 · arxiv_version: 2502.04004v1 · doi: 10.48550/arxiv.2502.04004 · pith_short_12: VSOARE5SK7EU · pith_short_16: VSOARE5SK7EU5ACX · pith_short_8: VSOARE5S

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/VSOARE5SK7EU5ACXM6CRVCIKO7 \
  | 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: ac9c0893b257c94e805767851a890a77da3d69110079e823dbd2c235d0e57839

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb73de204d7283f89b3920599992f26712a1cabc8cd65f970513b01da4782916",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-06T12:03:24Z",
    "title_canon_sha256": "7f93610db00e3bc0ecf344d9860494238ca19feaf858a754223486891650e650"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04004",
    "kind": "arxiv",
    "version": 1
  }
}