Pith Number

pith:LZ3SEA5X

pith:2025:LZ3SEA5X5M77XHJR5ZQCOQSBEY

not attested not anchored not stored refs pending

From Generative to Episodic: Sample-Efficient Replicable Reinforcement Learning

Christopher Ye, Max Hopkins, Sihan Liu, Yuichi Yoshida

arxiv:2507.11926 v1 · 2025-07-16 · 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{LZ3SEA5X5M77XHJR5ZQCOQSBEY}

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

4 papers in Pith

Behavior-Consistent Deep Reinforcement Learning

Non-Signaling Locality Lower Bounds for Dominating Set

Replicable Composition

Receipt and verification

First computed	2026-07-05T11:38:10.914396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e772203b7eb3ffb9d31ee60274241263175ff32d51961b4c3e5bd352aaeb258

Aliases

arxiv: 2507.11926 · arxiv_version: 2507.11926v1 · doi: 10.48550/arxiv.2507.11926 · pith_short_12: LZ3SEA5X5M77 · pith_short_16: LZ3SEA5X5M77XHJR · pith_short_8: LZ3SEA5X

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/LZ3SEA5X5M77XHJR5ZQCOQSBEY \
  | 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: 5e772203b7eb3ffb9d31ee60274241263175ff32d51961b4c3e5bd352aaeb258

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce38aa193f68320cdca694c27cd247cf66b15e275e3c3a87a035294ea08aa20a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-16T05:43:46Z",
    "title_canon_sha256": "a9fccedf6c042e75449ed708710e94d42c2257d2ac31aaaba2b1531668c80e8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11926",
    "kind": "arxiv",
    "version": 1
  }
}