Pith Number

pith:D4ND53SQ

pith:2024:D4ND53SQ4MUJB36VH6I6YMSWC3

not attested not anchored not stored refs pending

Agentic Feedback Loop Modeling Improves Recommendation and User Simulation

Chongming Gao, Fuli Feng, Jizhi Zhang, Keqin Bao, Qifan Wang, Shihao Cai, Xiangnan He

arxiv:2410.20027 v2 · 2024-10-26 · cs.IR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D4ND53SQ4MUJB36VH6I6YMSWC3}

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

AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems

Receipt and verification

First computed	2026-07-05T10:57:29.180308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f1a3eee50e32890efd53f91ec325616cadd85f57bbb519f856f3c5bc348a88e

Aliases

arxiv: 2410.20027 · arxiv_version: 2410.20027v2 · doi: 10.48550/arxiv.2410.20027 · pith_short_12: D4ND53SQ4MUJ · pith_short_16: D4ND53SQ4MUJB36V · pith_short_8: D4ND53SQ

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/D4ND53SQ4MUJB36VH6I6YMSWC3 \
  | 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: 1f1a3eee50e32890efd53f91ec325616cadd85f57bbb519f856f3c5bc348a88e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13b801de8286f9954a1cd1db78a92cb2e6eaf04fd957e04d3494d4b574450bce",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-10-26T00:51:39Z",
    "title_canon_sha256": "bee5a4914a9b461078b54cc87d5b5a7034c09430a6a7079cb79610c419b9769a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20027",
    "kind": "arxiv",
    "version": 2
  }
}