Pith Number

pith:VRN65EDE

pith:2024:VRN65EDECTKWGE7Z7EVNBDNJDG

not attested not anchored not stored refs pending

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

Christos Dimitrakakis, Debabrota Basu, Emilio Jorge

arxiv:2412.20824 v2 · 2024-12-30 · cs.LG · 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{VRN65EDECTKWGE7Z7EVNBDNJDG}

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	2026-07-05T10:09:50.899808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac5bee906414d56313f9f92ad08da91984a6e89b91b05bd9ff2a9c9f27c76723

Aliases

arxiv: 2412.20824 · arxiv_version: 2412.20824v2 · doi: 10.48550/arxiv.2412.20824 · pith_short_12: VRN65EDECTKW · pith_short_16: VRN65EDECTKWGE7Z · pith_short_8: VRN65EDE

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/VRN65EDECTKWGE7Z7EVNBDNJDG \
  | 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: ac5bee906414d56313f9f92ad08da91984a6e89b91b05bd9ff2a9c9f27c76723

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92370d7a6bd8cbba3723efe6e40eb33e395d09345e0c857798335cf91d39206f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-30T09:35:45Z",
    "title_canon_sha256": "4588c15144c555396512791aba373b80f868f2c93732e5748f0269e7051da47b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20824",
    "kind": "arxiv",
    "version": 2
  }
}