Pith Number

pith:NYRHEEUS

pith:2024:NYRHEEUS4BQPM7ORSF5BA522O4

not attested not anchored not stored refs pending

In-context Exploration-Exploitation for Reinforcement Learning

Federico Tomasi, Sina Ghiassian, Zhenwen Dai

arxiv:2403.06826 v1 · 2024-03-11 · cs.LG · cs.AI · 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{NYRHEEUS4BQPM7ORSF5BA522O4}

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

ReBRAC-v2: The Return of the King

Receipt and verification

First computed	2026-07-05T07:54:43.209234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e22721292e060f67dd1917a10775a7707b4412c86e30ed749102e92ffcc0d42

Aliases

arxiv: 2403.06826 · arxiv_version: 2403.06826v1 · doi: 10.48550/arxiv.2403.06826 · pith_short_12: NYRHEEUS4BQP · pith_short_16: NYRHEEUS4BQPM7OR · pith_short_8: NYRHEEUS

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/NYRHEEUS4BQPM7ORSF5BA522O4 \
  | 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: 6e22721292e060f67dd1917a10775a7707b4412c86e30ed749102e92ffcc0d42

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3575a766a810473300e173f9eee7e2d3e6e6950afab6047dacb81d96c1cd21c5",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-11T15:43:14Z",
    "title_canon_sha256": "3606d810b73bc0368779aa9c4d7aed1cf3ab526b164f489ae5612d4b1b8afe0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06826",
    "kind": "arxiv",
    "version": 1
  }
}