Pith Number

pith:AO7GWH7X

pith:2026:AO7GWH7XFYCK5QTESN22BYQL3S

not attested not anchored not stored refs pending

Long-Term Optimization for Large-Scale Generative Retrieval with Off-Policy REINFORCE

Aleksei Krasilnikov, Artem Matveev, Kirill Khrylchenko, Sergei Liamaev, Sergei Makeev, Vladimir Baikalov

arxiv:2607.02818 v1 · 2026-07-02 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AO7GWH7XFYCK5QTESN22BYQL3S}

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	2026-07-07T00:16:18.974791Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03be6b1ff72e04aec2649375a0e20bdcbaf146d596fddbb948a8c55ba58b3876

Aliases

arxiv: 2607.02818 · arxiv_version: 2607.02818v1 · doi: 10.48550/arxiv.2607.02818 · pith_short_12: AO7GWH7XFYCK · pith_short_16: AO7GWH7XFYCK5QTE · pith_short_8: AO7GWH7X

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/AO7GWH7XFYCK5QTESN22BYQL3S \
  | 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: 03be6b1ff72e04aec2649375a0e20bdcbaf146d596fddbb948a8c55ba58b3876

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d888623f62dd7181e8a5b2d97eb31d02d7bb04cb92197932256d6a5e54d78ff",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2026-07-02T23:13:36Z",
    "title_canon_sha256": "614d841a11822e95b9acf6e89052d5502022e06160257009f8f3586158cf923e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.02818",
    "kind": "arxiv",
    "version": 1
  }
}