Pith Number

pith:GRWZUSKG

pith:2025:GRWZUSKGDUDMGKENFZBUKNI66M

not attested not anchored not stored refs pending

RecoMind: A Reinforcement Learning Framework for Optimizing In-Session User Satisfaction in Recommendation Systems

Fei Feng, Jay Adams, Jiajing Xu, Kritarth Anand, Mehdi Ben Ayed, Vishwakarma Singh

arxiv:2508.00201 v1 · 2025-07-31 · 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{GRWZUSKGDUDMGKENFZBUKNI66M}

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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

A Production-Ready RL Framework for Personalized Utility Tuning with Pareto Sweeping in Pinterest Recommender Systems

Receipt and verification

First computed	2026-07-05T11:46:51.096640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

346d9a49461d06c3288d2e4345351ef30ef6c57dc3cd0154835de87e0f4712e4

Aliases

arxiv: 2508.00201 · arxiv_version: 2508.00201v1 · doi: 10.48550/arxiv.2508.00201 · pith_short_12: GRWZUSKGDUDM · pith_short_16: GRWZUSKGDUDMGKEN · pith_short_8: GRWZUSKG

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/GRWZUSKGDUDMGKENFZBUKNI66M \
  | 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: 346d9a49461d06c3288d2e4345351ef30ef6c57dc3cd0154835de87e0f4712e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3715b7ce523af3078948577a84ef8edcc5d7ff6690dcaecebce81cc6ba2aff5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-31T23:01:14Z",
    "title_canon_sha256": "8124e342e90e1fd03ca93d744393db661c6fbd7f929ca284870bef01c0c62f1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.00201",
    "kind": "arxiv",
    "version": 1
  }
}