Pith Number

pith:DRP6ZV6N

pith:2025:DRP6ZV6NUDXKV23DHXXS3G5K4N

not attested not anchored not stored refs pending

Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing

Lukas Toral, Teddy Lazebnik

arxiv:2509.08329 v1 · 2025-09-10 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DRP6ZV6NUDXKV23DHXXS3G5K4N}

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	2026-07-05T12:08:27.902455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c5fecd7cda0eeaaeb633def2d9baae3699fee573701c32fdd2637d29c19e7c3

Aliases

arxiv: 2509.08329 · arxiv_version: 2509.08329v1 · doi: 10.48550/arxiv.2509.08329 · pith_short_12: DRP6ZV6NUDXK · pith_short_16: DRP6ZV6NUDXKV23D · pith_short_8: DRP6ZV6N

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/DRP6ZV6NUDXKV23DHXXS3G5K4N \
  | 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: 1c5fecd7cda0eeaaeb633def2d9baae3699fee573701c32fdd2637d29c19e7c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d5295d66db3987ae5b42f99eef7d442e8614a339ed0d5805f7e96aa3d393f18",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-10T07:08:04Z",
    "title_canon_sha256": "81c7ab783c6bc3b77cf39280c583ce26f73d6f551d87f793e00ff62a739058b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.08329",
    "kind": "arxiv",
    "version": 1
  }
}