Pith Number

pith:FAXVPNCD

pith:2022:FAXVPNCD55CMUUKSMJMUXLFFL5

not attested not anchored not stored refs pending

Bilinear Exponential Family of MDPs: Frequentist Regret Bound with Tractable Exploration and Planning

Debabrota Basu (CRIStAL), Odalric-Ambrym Maillard (CRIStAL), Reda Ouhamma (CRIStAL)

arxiv:2210.02087 v1 · 2022-10-05 · 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{FAXVPNCD55CMUUKSMJMUXLFFL5}

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

Isoperimetry is All We Need: Langevin Posterior Sampling for RL with Sublinear Regret

Receipt and verification

First computed	2026-07-05T05:03:43.085467Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

282f57b443ef44ca515262594baca55f4c42d007c3ebb89592439710cbc6dcfb

Aliases

arxiv: 2210.02087 · arxiv_version: 2210.02087v1 · doi: 10.48550/arxiv.2210.02087 · pith_short_12: FAXVPNCD55CM · pith_short_16: FAXVPNCD55CMUUKS · pith_short_8: FAXVPNCD

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/FAXVPNCD55CMUUKSMJMUXLFFL5 \
  | 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: 282f57b443ef44ca515262594baca55f4c42d007c3ebb89592439710cbc6dcfb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae2e6b66746bafe751d51f08bb68fa1069958c55b6d80e6ead3095a9bc54ee17",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-05T08:26:49Z",
    "title_canon_sha256": "7806a524c06ad9e2896baaf3d8e887ff5c58129545a2fcc788a522a65c1ea62d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02087",
    "kind": "arxiv",
    "version": 1
  }
}