Pith. sign in
Pith Number

pith:647ZUAGO

pith:2025:647ZUAGO22YQB3235C3Y3UEITC
not attested not anchored not stored refs pending

RecoWorld: Building Simulated Environments for Agentic Recommender Systems

Benyu Zhang, Fei Liu, Hanchao Yu, Jianyu Wang, Lizhu Zhang, Mingyuan Wu, Mingze Gao, Qiang Zhang, Qifan Wang, Weiwei Li, Xiangjun Fan, Xinyu Lin, Yao Zhang, Yinglong Xia, Zhuokai Zhao

arxiv:2509.10397 v3 · 2025-09-12 · 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{647ZUAGO22YQB3235C3Y3UEITC}

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

3 papers in Pith

EvoRec: Self Evolving Agentic Recommender Systems
RecRM-Bench: Benchmarking Multidimensional Reward Modeling for Agentic Recommender Systems
Self-Distilled Reinforcement Learning for Co-Evolving Agentic Recommender Systems
Receipt and verification
First computed 2026-07-28T01:22:22.884448Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f73f9a00ced6b100ef5be8b78dd08898ae282f7b73830a3af8c6d4a4ece925a8

Aliases

arxiv: 2509.10397 · arxiv_version: 2509.10397v3 · doi: 10.48550/arxiv.2509.10397 · pith_short_12: 647ZUAGO22YQ · pith_short_16: 647ZUAGO22YQB323 · pith_short_8: 647ZUAGO
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/647ZUAGO22YQB3235C3Y3UEITC \
  | 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: f73f9a00ced6b100ef5be8b78dd08898ae282f7b73830a3af8c6d4a4ece925a8
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "92abb61c19e888ad122e0d5a5f96e37870b00ec9a20f1bf4ee537917a2c87b30",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-09-12T16:44:34Z",
    "title_canon_sha256": "1315e733ca29f7e771437afa73bf87266a13188aeb5e4f9c938b9102dfbf01a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10397",
    "kind": "arxiv",
    "version": 3
  }
}