Pith Number

pith:F4HWAWSK

pith:2024:F4HWAWSKUI3CGA45S22TYMYNRZ

not attested not anchored not stored refs pending

The Power of Resets in Online Reinforcement Learning

Alexander Rakhlin, Dylan J. Foster, Zakaria Mhammedi

arxiv:2404.15417 v2 · 2024-04-23 · 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{F4HWAWSKUI3CGA45S22TYMYNRZ}

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

The Role of Generator Access in Autoregressive Post-Training

Receipt and verification

First computed	2026-07-05T08:12:32.263897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f0f605a4aa23623039d96b53c330d8e4f1d42e7c0c20ea9f971a812f7153e58

Aliases

arxiv: 2404.15417 · arxiv_version: 2404.15417v2 · doi: 10.48550/arxiv.2404.15417 · pith_short_12: F4HWAWSKUI3C · pith_short_16: F4HWAWSKUI3CGA45 · pith_short_8: F4HWAWSK

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/F4HWAWSKUI3CGA45S22TYMYNRZ \
  | 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: 2f0f605a4aa23623039d96b53c330d8e4f1d42e7c0c20ea9f971a812f7153e58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "888ded886a468640c2cc68b17252e59d50b80ba28ab3f1611c26f4cbf81ae735",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-23T18:09:53Z",
    "title_canon_sha256": "fd9baedb92e27314fdbc658cb7b07d61a1e113724fd279299cad5af5ff369de6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.15417",
    "kind": "arxiv",
    "version": 2
  }
}