Pith Number

pith:YRMWYT76

pith:2024:YRMWYT765P62BJX73LQUN545ZS

not attested not anchored not stored refs pending

Learning payoffs while routing in skill-based queues

Fiona Sloothaak, Jaron Sanders, Maarten G. Wolf, Sanne van Kempen

arxiv:2412.10168 v1 · 2024-12-13 · cs.LG · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YRMWYT765P62BJX73LQUN545ZS}

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

Demonstration of effective UCB-based routing in skill-based queues on real-world data

Receipt and verification

First computed	2026-07-05T09:48:48.190755Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4596c4ffeebfda0a6ffdae146f79dccb6124601191508283a82cb3673e5279b

Aliases

arxiv: 2412.10168 · arxiv_version: 2412.10168v1 · doi: 10.48550/arxiv.2412.10168 · pith_short_12: YRMWYT765P62 · pith_short_16: YRMWYT765P62BJX7 · pith_short_8: YRMWYT76

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/YRMWYT765P62BJX73LQUN545ZS \
  | 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: c4596c4ffeebfda0a6ffdae146f79dccb6124601191508283a82cb3673e5279b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf7975d8031e2f0f7ab0563a8b5f2d21aae1d45b4c135d47e41293531f270104",
    "cross_cats_sorted": [
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-13T14:33:50Z",
    "title_canon_sha256": "7db138b52a89cb8e37e227ab92e3c320344e56c814b9bee8e7c5a5c2ff821e7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10168",
    "kind": "arxiv",
    "version": 1
  }
}