Pith Number

pith:UDSSIIIX

pith:2026:UDSSIIIXYTVB2CC2EBZOCFFALJ

not attested not anchored not stored refs pending

Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control

Aleksandra Franz, Jannis Becktepe, Nils Thuerey, Sebastian Peitz

arxiv:2601.15015 v2 · 2026-01-21 · 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{UDSSIIIXYTVB2CC2EBZOCFFALJ}

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	2026-05-28T02:04:45.373358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0e5242117c4ea1d085a2072e114a05a6e88769cc2147fd7dcf27451a7e929da

Aliases

arxiv: 2601.15015 · arxiv_version: 2601.15015v2 · doi: 10.48550/arxiv.2601.15015 · pith_short_12: UDSSIIIXYTVB · pith_short_16: UDSSIIIXYTVB2CC2 · pith_short_8: UDSSIIIX

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/UDSSIIIXYTVB2CC2EBZOCFFALJ \
  | 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: a0e5242117c4ea1d085a2072e114a05a6e88769cc2147fd7dcf27451a7e929da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7d10f3ac5e3aef948082023b0da9df628d8d70877dae3dad05542513fec42c7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-21T14:13:44Z",
    "title_canon_sha256": "29a6e29f738d3b24b9175d73a9afb11201f445cd9a9573da01c47c30719a0ac3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.15015",
    "kind": "arxiv",
    "version": 2
  }
}