Pith Number

pith:X77KXFK4

pith:2025:X77KXFK4BPWI4IARKRPZ3ZA4LF

not attested not anchored not stored refs pending

Generalizing Beyond Suboptimality: Offline Reinforcement Learning Learns Effective Scheduling through Random Solutions

Jesse van Remmerden, Yingqian Zhang, Zaharah Bukhsh

arxiv:2509.10303 v2 · 2025-09-12 · 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{X77KXFK4BPWI4IARKRPZ3ZA4LF}

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 Workload-Router-Pool Architecture for LLM Inference Optimization: A Vision Paper from the vLLM Semantic Router Project

Receipt and verification

First computed	2026-06-11T01:09:16.865339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bffeab955c0bec8e2011545f9de41c59729149d2fc747dd3a7b6ffcee5b9999f

Aliases

arxiv: 2509.10303 · arxiv_version: 2509.10303v2 · doi: 10.48550/arxiv.2509.10303 · pith_short_12: X77KXFK4BPWI · pith_short_16: X77KXFK4BPWI4IAR · pith_short_8: X77KXFK4

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/X77KXFK4BPWI4IARKRPZ3ZA4LF \
  | 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: bffeab955c0bec8e2011545f9de41c59729149d2fc747dd3a7b6ffcee5b9999f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c3b323a9053a2ba2bf31e27e2e610949b35abb757982220352983f8293719b9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-12T14:45:39Z",
    "title_canon_sha256": "00d39b53d4f44b2e65d180d0444a56bbcc445f4e423e910cc4e9167d13a97ecd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10303",
    "kind": "arxiv",
    "version": 2
  }
}