Pith Number

pith:V2GFQRX7

pith:2026:V2GFQRX7HHXDHZPJ3MU3XSL52V

not attested not anchored not stored refs pending

Mixing Makes Markovian Contexts Cheap for Linear Bandits

Christina Fragouli, Kaan Buyukkalayci, Osama Hanna

arxiv:2603.12530 v2 · 2026-03-13 · 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{V2GFQRX7HHXDHZPJ3MU3XSL52V}

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	2026-06-12T01:09:24.921469Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae8c5846ff39ee33e5e9db29bbc97dd54e663f72dacb67cbd276e7e8450c536a

Aliases

arxiv: 2603.12530 · arxiv_version: 2603.12530v2 · doi: 10.48550/arxiv.2603.12530 · pith_short_12: V2GFQRX7HHXD · pith_short_16: V2GFQRX7HHXDHZPJ · pith_short_8: V2GFQRX7

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/V2GFQRX7HHXDHZPJ3MU3XSL52V \
  | 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: ae8c5846ff39ee33e5e9db29bbc97dd54e663f72dacb67cbd276e7e8450c536a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "356aa6b0bd1c4b6c7ff67c9631b6957630df8f29fb21e75f5b7c4c1a9cc6f5de",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-13T00:12:42Z",
    "title_canon_sha256": "314f1d2dd0457b5d4d25d552a3172bdf4b4613317150e31e1bcf43ddd1a475e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.12530",
    "kind": "arxiv",
    "version": 2
  }
}