Paper Citation Record · LEDGER

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems

As of 14 August 2026, this Paper Citation Record lists 97 of 97 outbound references and 7 inbound Pith citation observations for arXiv:2507.02097.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.02097 v3

Coverage vector

measured 97 of 97 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:43:24.744854Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:44:53.322097Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-10T14:40:32.718302Z

Reference resolution

97 of 97 outbound references displayed

verified exact4
verified fuzzy2
unresolved90
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bc7eb782-d697-49f0-a036-e2c8c502ebc1 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:16.234110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 423ce4d0-a6f4-42c9-8649-54e2be5903a5 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:16.319566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b31ca90f-d1eb-44e3-af07-b7996050a241 · outbound

This paper cites Why Does the Effective Context Length of LLMs Fall Short?.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Why Does the Effective Context Length of LLMs Fall Short?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:16.428350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77b547d0-d894-4c3a-9ce3-0eb524a1fe9c · outbound

This paper cites AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:16.503215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 039bc850-b45a-443b-a0ff-f0f0337edcb8 · outbound

This paper cites Collab-REC: An LLM-based Agentic Framework for Balancing Recommendations in Tourism.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Collab-REC: An LLM-based Agentic Framework for Balancing Recommendations in Tourism

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:16.596177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30c95e7a-d259-4205-b197-f3fe4353962e · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:16.674849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 018fd09e-2b0b-40ae-be93-5d22831f795e · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:16.753879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20a45d81-5c94-4cb3-8b5e-2553bd2c4f68 · outbound

This paper cites CARTS: Collaborative Agents for Recommendation Textual Summarization.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems CARTS: Collaborative Agents for Recommendation Textual Summarization

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:43:26.774719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c4ce376b-a2af-42b0-8a04-71a0e5e27087 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:16.916893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd4afc7b-fa79-48ba-8e05-a5e2111d8659 · outbound

This paper cites Fundamental Safety-Capability Trade-offs in Fine-tuning Large Language Models.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Fundamental Safety-Capability Trade-offs in Fine-tuning Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:17.054377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eb3fddb-09ec-4823-831b-0ae60f0da948 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:17.132242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b06c5372-e0fa-49a8-928f-ca13e49f7596 · outbound

This paper cites Language hooks: a modular framework for augmenting LLM reasoning that decouples tool usage from the model and its prompt.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Language hooks: a modular framework for augmenting LLM reasoning that decouples tool usage from the model and its prompt

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:43:26.608409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3f23428c-4638-403c-a1d7-dae81b07aa85 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:17.330449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 087d4e46-3d3e-4691-945c-df4f22e8d9d5 · outbound

This paper cites Recommendation with Generative Models.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Recommendation with Generative Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:17.404021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2742e620-301f-4666-b057-fefffaf66b2e · outbound

This paper cites Tenenbaum, and Igor Mordatch.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Tenenbaum, and Igor Mordatch

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:17.507196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faf39230-9ddf-487a-b671-1c9581ac6aea · outbound

This paper cites Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:17.602232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d470475f-f114-4680-b898-ae891632852b · outbound

This paper cites A Multi-Agent Conversational Recommender System.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems A Multi-Agent Conversational Recommender System

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:17.775447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14ff8bb0-d2b4-418e-9dab-0b005bb87b3e · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:17.856452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6df35056-61b1-43c5-9e76-1aafb8ddc31e · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:17.951200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9e927c0-0ce1-4119-870b-44d6bb06c864 · outbound

This paper cites Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.014443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0e83918-a716-420c-964d-798ad10af199 · outbound

This paper cites CAL-RAG: Retrieval-Augmented Multi-Agent Generation for Content-Aware Layout Design.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems CAL-RAG: Retrieval-Augmented Multi-Agent Generation for Content-Aware Layout Design

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:43:26.393350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 04a48585-e02e-48dd-9cbc-ee5fe605e0b7 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.175073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d385de64-5250-45b9-b9df-fe811448ce93 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.269801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84d61ee9-19a4-471d-ae97-d1eaca57d8d6 · outbound

This paper cites Empowering Working Memory for Large Language Model Agents.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Empowering Working Memory for Large Language Model Agents

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.328644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e04f74ab-b298-43b7-9a92-48b38480a5a3 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.432286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1dad249-2171-4890-bb52-31f5a1ad00e1 · outbound

This paper cites LLM Multi-Agent Systems: Challenges and Open Problems.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems LLM Multi-Agent Systems: Challenges and Open Problems

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.525186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eb3a64f-b07c-47c5-b26c-582e695bf0a7 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.640221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c72ed80-a8fa-4e70-9640-8ad8b335ef40 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.689617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 691bea1d-98f5-4575-8744-695012382930 · outbound

This paper cites Session-based Recommendations with Recurrent Neural Networks.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Session-based Recommendations with Recurrent Neural Networks

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.731804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 435c404e-3536-4363-a42f-8294ce744361 · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.813688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21c29c61-2c28-4d32-bfc3-38d358442496 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.917028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5c88d5d-6e22-4630-a8f9-07d2cd3b29cc · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:18.995246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ce8d4f3-d1c3-4137-8580-b50208565537 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:19.109282Z

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Unavailable: canonical work link unavailable.

Observation b390f0f4-044e-41c2-83d4-7e88aae8469a · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:19.194214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2e3d21c-ade0-42e9-b84f-84e1dad2c8c1 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:31.438637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2187b460-7643-4ac3-b352-5dc198045f37 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:31.277275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7efd46c1-645f-4945-b4c2-94155c1aceea · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:31.157052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 675b0480-756b-4b02-81e9-0341ed7b27f3 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:31.007609Z

Source-reported events for the cited work

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Observation d49f43c5-9343-474c-97db-b8978175113f · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 39

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Prompt Compression for Large Language Models: A Survey

Reference 40

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Observation 59d2ef85-5f05-4926-8cca-6a0520f1739c · outbound

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 41

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Observation d7747f55-6e85-42e1-b9ee-3d26b10d30cd · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 42

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Source-reported events for the cited work

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Observation 4ec8f0c9-552b-4683-b430-c8b7a7d49c51 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

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Observation 0d40c6f3-bde8-4498-864b-ccd1cab9d4bb · outbound

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Exploring Prosocial Irrationality for LLM Agents: A Social Cognition View

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:20.152281Z

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Observation 0ae09ca8-319f-4aea-b124-01c69d5cdadb · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Reference 46

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 47

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Observation 473b74b3-0109-46dc-a811-aa4150a786b0 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:30.526375Z

Source-reported events for the cited work

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Observation a8c13c84-46a7-45dc-9a90-511d3c91bb2d · outbound

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:20.585345Z

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Observation be4ccca5-3436-4c44-b797-0e2404bf36a3 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 50

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Observation 3051cddd-f15b-4b2e-9f0e-5eabd7e914a2 · outbound

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems 1990.Knapsack problems: algorithms and computer implementations

Reference 51

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Source-reported events for the cited work

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Observation 4f2b2ad1-b12e-4605-97d4-2f45ba0aa572 · outbound

This paper cites HiCRISP: An LLM-based Hierarchical Closed-Loop Robotic Intelligent Self-Correction Planner.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems HiCRISP: An LLM-based Hierarchical Closed-Loop Robotic Intelligent Self-Correction Planner

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:20.820187Z

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Observation 6b5fbe9a-8488-4709-8a5e-f16e1f804b0d · outbound

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems EXPEREPAIR: Dual-Memory Enhanced LLM-based Repository-Level Program Repair

Reference 53

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Observation 66182534-70ec-4362-8688-cd231c770b14 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:30.052418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 007ff9d0-7de8-4d34-96a6-408e6c3dc622 · outbound

This paper cites Echo Chambers in Collaborative Filtering Based Recommendation Systems.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Echo Chambers in Collaborative Filtering Based Recommendation Systems

Reference 55

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:43:25.887010Z

Source-reported events for the cited work

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Observation 51989014-5515-484d-a643-03c215706c3b · outbound

This paper cites AgentCoord: Visually Exploring Coordination Strategy for LLM-based Multi-Agent Collaboration.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems AgentCoord: Visually Exploring Coordination Strategy for LLM-based Multi-Agent Collaboration

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.079708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a827a90e-5f1e-486f-8455-a711b09a09c7 · outbound

This paper cites an unresolved cited work.

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Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:29.925722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 13515b4f-4f1e-42e3-9ca1-838fb7233c8b · outbound

This paper cites A Survey on LLM-powered Agents for Recommender Systems.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems A Survey on LLM-powered Agents for Recommender Systems

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.226500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e40c128-76c5-4448-9962-e955b9861103 · outbound

This paper cites Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.278758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f90a0e72-36bf-48d0-8105-9d8c3ac98d66 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:29.786487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 43e1aa7e-fdc2-49dc-9f53-a45f49eb2c0b · outbound

This paper cites an unresolved cited work.

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Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:29.636395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0e9ef79b-a0d2-4fb2-82b6-ad375aa77e6d · outbound

This paper cites Zep: A Temporal Knowledge Graph Architecture for Agent Memory.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Zep: A Temporal Knowledge Graph Architecture for Agent Memory

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.527786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 667da72f-422e-46b5-9373-007de831a825 · outbound

This paper cites an unresolved cited work.

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Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:29.513222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9debbce1-a3ab-4570-b543-98e4b3a90d90 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.704725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4c4d876-cc48-417d-8887-d0fb2bdd6c92 · outbound

This paper cites Cognitive Memory in Large Language Models.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Cognitive Memory in Large Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.752109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc890038-bf16-4673-a30a-26ab48f2c4e8 · outbound

This paper cites an unresolved cited work.

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Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.823136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fa80d3f-1441-4d8c-a625-80d56c7839ee · outbound

This paper cites Trust Me, I'm Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Trust Me, I'm Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.890291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f60235a5-857c-4652-babb-c78076828c9b · outbound

This paper cites frequently bought together.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems frequently bought together

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:43:29.324052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f1fe6427-0bbb-478d-a83a-f3468555d094 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:29.185601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 68dc2928-c7d0-441f-b184-510624e3e5c8 · outbound

This paper cites Simulating Filter Bubble on Short-video Recommender System with Large Language Model Agents.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Simulating Filter Bubble on Short-video Recommender System with Large Language Model Agents

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:22.070227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3162a68f-7d77-476c-9d42-fc599756fb61 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:22.155538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 922c9894-8458-41ce-b8f1-a1644146db98 · outbound

This paper cites an unresolved cited work.

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Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:28.969614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4e3015b1-a8a9-438c-b787-080cb9e65882 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:28.778751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ecd2079a-5e34-4077-a26e-07cfc67bfc5d · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:28.664361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 332e9670-4bcc-43f5-ba1e-448dfaf678d7 · outbound

This paper cites User Behavior Simulation with Large Language Model based Agents.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems User Behavior Simulation with Large Language Model based Agents

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:22.586569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95378a71-93e9-42f2-b977-7bf476c19894 · outbound

This paper cites an unresolved cited work.

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Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:28.381997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1f8a155a-7965-461e-8350-c344c625da0d · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:28.151126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 44a61c78-1a2f-42fb-9e0b-8a3b3d0e4ecf · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:27.978408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1968db9d-7174-4b70-8e82-ae3305969e2f · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:23.175629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ae445b8-c3a0-4407-8f62-14c5ef01c2c0 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:27.817251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2d5dd81f-0881-42e0-be5e-99e817f2bb8e · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:23.384217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8015b4d-3fcc-43bd-ba58-ba9c3e3cbfe5 · outbound

This paper cites A-MEM: Agentic Memory for LLM Agents.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems A-MEM: Agentic Memory for LLM Agents

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:23.432325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 502f77a5-9d5a-45e0-920e-81818d26c6d8 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:27.667490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7acd7824-f075-4401-bf9e-932357321816 · outbound

This paper cites an unresolved cited work.

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Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:23.670938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f619a4af-c38c-45cc-8069-abd4d10cf78d · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:27.470459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ee84c882-3f07-4718-b79e-8959848f89df · outbound

This paper cites ARAG: Agentic Retrieval Augmented Generation for Personalized Recommendation.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems ARAG: Agentic Retrieval Augmented Generation for Personalized Recommendation

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:23.895509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1460e70d-4a51-4387-b6de-b33991179fa9 · outbound

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:23.980369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b37f80cb-96ee-4aa5-b614-a808419da99f · outbound

This paper cites On the Structural Memory of LLM Agents.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems On the Structural Memory of LLM Agents

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:24.121683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82eebaaf-dcdf-484c-968d-1010bc44c3ad · outbound

This paper cites an unresolved cited work.

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Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:27.244367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c304d746-6e18-411c-82ef-291192539bed · outbound

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Prospect Personalized Recommendation on Large Language Model-based Agent Platform

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:24.348419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b3eddb2-892c-4b8b-a1a6-78b085d022bc · outbound

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The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:24.407873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e250522-b87b-4404-b52e-d54fbf6fd4e8 · outbound

This paper cites an unresolved cited work.

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Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:27.032625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 74807ad9-7303-49fa-a5fe-fc38a657f657 · outbound

This paper cites an unresolved cited work.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:24.654834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46160ba6-4d1f-45dc-845c-7feb4ca78caf · outbound

This paper cites Total” sums input and output tokens; “Lat. par.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Total” sums input and output tokens; “Lat. par

Reference 94

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Source-reported events for the cited work

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Observation e7183974-35dc-42b6-a3e9-88199bbb8002 · outbound

This paper cites ART: Automatic multi-step reasoning and tool-use for large language models.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems ART: Automatic multi-step reasoning and tool-use for large language models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.175655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8837d76f-b158-4125-82d3-104d61d6ab91 · outbound

This paper cites InFindings of the Association for Computational Linguistics: NAACL 2024, Mexico City, Mexico, June 16-21, 2024 (Findings of ACL, Vol.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems InFindings of the Association for Computational Linguistics: NAACL 2024, Mexico City, Mexico, June 16-21, 2024 (Findings of ACL, Vol

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:21.458314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07b7bcaf-c78d-4627-ba85-6fcbf76624a4 · outbound

This paper cites an unresolved cited work.

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Reference 2025

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:43:28.521117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 7e6d9d34-8e58-4289-8539-33d647841bd6 · inbound

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RAG-VisualRec: An Open Resource for Vision- and Text-Enhanced Retrieval-Augmented Generation in Recommendation The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:44:53.322097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c2e2502-e731-4765-ab98-0913e9958882 · inbound

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Agentic AI in 6G Software Businesses: A Layered Maturity Model The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T04:35:18.136832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20228abf-98ca-42ae-8248-8f79328b2d13 · inbound

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RecoWorld: Building Simulated Environments for Agentic Recommender Systems The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T17:56:38.803451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf036d51-5e06-4b18-b68e-890c053b42d3 · inbound

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TRACE: A Conversational Framework for Sustainable Tourism Recommendation with Agentic Counterfactual Explanations The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-30T02:16:08.608271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ae6c8573-a229-4d54-8c18-c016d9e5f9d7 · inbound

Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems cites this paper.

Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems

Reference 69

Resolution: unresolved; no resolver link, observed 2026-07-11T19:14:13.105401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 446750f4-ffdc-4ced-98d9-0babcfdd377a · inbound

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OpenClaw and Ollama in Agentic AI: Toward Fully Autonomous and Scalable AI Agent Systems The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems

Reference 129

Resolution: unresolved; no resolver link, observed 2026-08-03T00:55:57.588910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3de6567c-2c76-4499-bf52-ae0d5c9868da · inbound

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Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T22:07:42.127358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.