Pith Number

pith:2JCS5VJQ

pith:2023:2JCS5VJQTQV5EF6Y5LMQOHVLE6

not attested not anchored not stored refs pending

Optimizing Audio Recommendations for the Long-Term: A Reinforcement Learning Perspective

Daniel Russo, Lucas Maystre, Yu Zhao

arxiv:2302.03561 v3 · 2023-02-07 · cs.LG · cs.AI · cs.IR · cs.SY · eess.SY · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2JCS5VJQTQV5EF6Y5LMQOHVLE6}

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

Impatient Bandits: Optimizing for the Long-Term Without Delay

Receipt and verification

First computed	2026-07-05T08:49:23.741342Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2452ed5309c2bd217d8ead9071eab27bd46cabe4fd330376c65d7b6c232d6d2

Aliases

arxiv: 2302.03561 · arxiv_version: 2302.03561v3 · doi: 10.48550/arxiv.2302.03561 · pith_short_12: 2JCS5VJQTQV5 · pith_short_16: 2JCS5VJQTQV5EF6Y · pith_short_8: 2JCS5VJQ

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/2JCS5VJQTQV5EF6Y5LMQOHVLE6 \
  | 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: d2452ed5309c2bd217d8ead9071eab27bd46cabe4fd330376c65d7b6c232d6d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f02e64300ef993283456e5ba647ba39f82bfa6baf26c1f7f7465071e0e23115",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-07T16:17:25Z",
    "title_canon_sha256": "9c078a3ab6a05b36388ce7e220cc417d5594a467e8039837c4ef9ae38a63836f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03561",
    "kind": "arxiv",
    "version": 3
  }
}