Pith Number

pith:L5WCPALA

pith:2023:L5WCPALAG6LFWDFNKUTA5U5RZA

not attested not anchored not stored refs pending

Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations

Defu Lian, Jianxun Lian, Jing Yao, Xing Xie, Xu Huang, Yuxuan Lei

arxiv:2308.16505 v3 · 2023-08-31 · 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{L5WCPALAG6LFWDFNKUTA5U5RZA}

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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

11 papers in Pith

Towards Fast Domain Adaptation and Fine-Grained User Simulation for Evaluating Conversational Recommender Systems

ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping

Can Explanations Improve Recommendations? Evidence from Prediction-Informed Explanations

Agentic Recommender System with Hierarchical Belief-State Memory

From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs

Receipt and verification

First computed	2026-07-05T07:38:52.379973Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f6c27816037965b0cad55260ed3b1c823022fbed7e2538b5ecb4d859baa13fd

Aliases

arxiv: 2308.16505 · arxiv_version: 2308.16505v3 · doi: 10.48550/arxiv.2308.16505 · pith_short_12: L5WCPALAG6LF · pith_short_16: L5WCPALAG6LFWDFN · pith_short_8: L5WCPALA

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/L5WCPALAG6LFWDFNKUTA5U5RZA \
  | 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: 5f6c27816037965b0cad55260ed3b1c823022fbed7e2538b5ecb4d859baa13fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee4b4910918cdfb39d0046fe4ca0462321bdb8ac4e6edefdb89f1f3b58ff909d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-08-31T07:36:44Z",
    "title_canon_sha256": "e4efce17061d70b9976f778ca398fe89c8228ac8e242d89e1e1354b85338ca69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.16505",
    "kind": "arxiv",
    "version": 3
  }
}