Pith Number

pith:4PLTEXY6

pith:2025:4PLTEXY6ET3KWB75VIFEA66SRH

not attested not anchored not stored refs pending

Optimizing Online Advertising with Multi-Armed Bandits: Mitigating the Cold Start Problem under Auction Dynamics

Alina Babenko, Anastasiia Soboleva, Andrey Pudovikov, Egor Samosvat, Roman Snetkov, Yuriy Dorn

arxiv:2502.01867 v1 · 2025-02-03 · 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{4PLTEXY6ET3KWB75VIFEA66SRH}

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

Budget-Constrained Causal Bandits: Bridging Uplift Modeling and Sequential Decision-Making

Receipt and verification

First computed	2026-07-05T10:09:20.494281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3d7325f1e24f6ab07fdaa0a407bd289c87c6e6750feeb00df65be7e458995cf

Aliases

arxiv: 2502.01867 · arxiv_version: 2502.01867v1 · doi: 10.48550/arxiv.2502.01867 · pith_short_12: 4PLTEXY6ET3K · pith_short_16: 4PLTEXY6ET3KWB75 · pith_short_8: 4PLTEXY6

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/4PLTEXY6ET3KWB75VIFEA66SRH \
  | 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: e3d7325f1e24f6ab07fdaa0a407bd289c87c6e6750feeb00df65be7e458995cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81c48f4f86f7bdc47511761b80c84e791594e820c9bedb712862c5e7c669b915",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T22:33:24Z",
    "title_canon_sha256": "e3bd0c7a9e7bd78e3925f5b8480270d2e0df4f2f4fc7716e7dfe616831560d99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01867",
    "kind": "arxiv",
    "version": 1
  }
}