Pith Number

pith:Q65M6DBO

pith:2025:Q65M6DBOKP4MK62URCCHPADOYO

not attested not anchored not stored refs pending

Learning to Reason Efficiently with Discounted Reinforcement Learning

Alex Ayoub, Csaba Szepesv\'ari, Dale Schuurmans, Karim Bouyarmane, Kavosh Asadi

arxiv:2510.23486 v2 · 2025-10-27 · 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{Q65M6DBOKP4MK62URCCHPADOYO}

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	2026-05-27T02:05:07.345770Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87bacf0c2e53f8c57b54888477806ec38df55c2aa677ab788924f897248d47fd

Aliases

arxiv: 2510.23486 · arxiv_version: 2510.23486v2 · doi: 10.48550/arxiv.2510.23486 · pith_short_12: Q65M6DBOKP4M · pith_short_16: Q65M6DBOKP4MK62U · pith_short_8: Q65M6DBO

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/Q65M6DBOKP4MK62URCCHPADOYO \
  | 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: 87bacf0c2e53f8c57b54888477806ec38df55c2aa677ab788924f897248d47fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed3eb8aa825799d3c7af2d31c5e5fdcdb94baffde6aea55455137a031cb6a33b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-27T16:17:45Z",
    "title_canon_sha256": "1595c1501d3844ff363804cd3b22b2f3ba93c871b3207e4a8dd10738de6b7dcf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.23486",
    "kind": "arxiv",
    "version": 2
  }
}