Pith Number

pith:QT4HVCC5

pith:2026:QT4HVCC5M3DCTBBTHIEB5VUO4W

not attested not anchored not stored refs pending

Mathematical methods of reinforcement learning

Alexander Gasnikov, Alexey Naumov, Artemy Rubtsov, Daniil Tiapkin, Denis Belomestny, Egor Gladin, Nikita Yudin, Yuri Sapronov

arxiv:2607.06935 v1 · 2026-07-08 · math.OC · 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{QT4HVCC5M3DCTBBTHIEB5VUO4W}

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	2026-07-09T00:19:40.592363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84f87a885d66c62984333a081ed68ee5a0fd5b8108871774e1f5c36dbe800dae

Aliases

arxiv: 2607.06935 · arxiv_version: 2607.06935v1 · doi: 10.48550/arxiv.2607.06935 · pith_short_12: QT4HVCC5M3DC · pith_short_16: QT4HVCC5M3DCTBBT · pith_short_8: QT4HVCC5

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/QT4HVCC5M3DCTBBTHIEB5VUO4W \
  | 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: 84f87a885d66c62984333a081ed68ee5a0fd5b8108871774e1f5c36dbe800dae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "736c404f32f9ebfb5a2984629410ddfda6b7850705cb0bff6733b83b7e1122ce",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2026-07-08T02:57:22Z",
    "title_canon_sha256": "ed05fb48eed192fd1a4b6c80b48b91933052fbcd756989bbbcc704a39d4eb9a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.06935",
    "kind": "arxiv",
    "version": 1
  }
}