Pith Number

pith:BPTQKAHX

pith:2025:BPTQKAHXHGYUBQR6UHOTSJVOQQ

not attested not anchored not stored refs pending

Learning-Augmented Algorithms for MTS with Bandit Access to Multiple Predictors

Marek Eli\'a\v{s}, Matei Gabriel Co\c{s}a

arxiv:2506.05479 v1 · 2025-06-05 · cs.LG · cs.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BPTQKAHXHGYUBQR6UHOTSJVOQQ}

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	2026-07-05T11:17:03.384304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0be70500f739b140c23ea1dd3926ae840ccc16eedbec5e1a9a954cb70e774ce7

Aliases

arxiv: 2506.05479 · arxiv_version: 2506.05479v1 · doi: 10.48550/arxiv.2506.05479 · pith_short_12: BPTQKAHXHGYU · pith_short_16: BPTQKAHXHGYUBQR6 · pith_short_8: BPTQKAHX

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/BPTQKAHXHGYUBQR6UHOTSJVOQQ \
  | 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: 0be70500f739b140c23ea1dd3926ae840ccc16eedbec5e1a9a954cb70e774ce7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b586edccf270965de3e58030db64a66d2c482a96d269d294a41316b530743ab7",
    "cross_cats_sorted": [
      "cs.DS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-05T18:00:37Z",
    "title_canon_sha256": "b6da24bde7c0cf25d701a94dad008449c2ca740cf898c06d60af402b0dbe8e46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05479",
    "kind": "arxiv",
    "version": 1
  }
}