Pith Number

pith:U6X6HYLP

pith:2024:U6X6HYLP5UT53TFQN3MS7TPWPC

not attested not anchored not stored refs pending

Stop Relying on No-Choice and Do not Repeat the Moves: Optimal, Efficient and Practical Algorithms for Assortment Optimization

Aadirupa Saha, Pierre Gaillard

arxiv:2402.18917 v1 · 2024-02-29 · cs.LG · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U6X6HYLP5UT53TFQN3MS7TPWPC}

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

2 papers in Pith

Learning in Position-Aware Multinomial Logit Bandits: From Multiplicative to General Position Effects

Optimal Online and Offline Algorithms for Contextual MNL with Applications to Assortment and Pricing

Receipt and verification

First computed	2026-07-05T07:50:29.826799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7afe3e16fed27ddccb06ed92fcdf678b7a48815f1e71138535f802320a1940c

Aliases

arxiv: 2402.18917 · arxiv_version: 2402.18917v1 · doi: 10.48550/arxiv.2402.18917 · pith_short_12: U6X6HYLP5UT5 · pith_short_16: U6X6HYLP5UT53TFQ · pith_short_8: U6X6HYLP

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/U6X6HYLP5UT53TFQN3MS7TPWPC \
  | 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: a7afe3e16fed27ddccb06ed92fcdf678b7a48815f1e71138535f802320a1940c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cabbe9e942e2291a935f97fbbd5ae33abba8b2c0768e40c50647e590eb720836",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-29T07:17:04Z",
    "title_canon_sha256": "b63c252fab8471e15e6e58a657ed9b2c86ac2e8c8b2db8b15d8b2ed9b4b4c04b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18917",
    "kind": "arxiv",
    "version": 1
  }
}