Pith. sign in

Paper Citation Record · LEDGER

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity

As of 7 August 2026, this Paper Citation Record lists 85 of 85 outbound references and 0 inbound Pith citation observations for arXiv:2608.03272.

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

pith.paper-citation-record.v1
2608.03272 v1

Coverage vector

measured 85 of 85 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:07:42.432678Z

measured 85 of 85 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

85 of 85 outbound references displayed

  • verified exact18
  • verified fuzzy0
  • unresolved64
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3122d6bc-57cf-4c66-90a3-9e887465d0cd · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Why Do Multi-Agent LLM Systems Fail?

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:41.982048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:41.982048Z digest=sha256:7cf9a5209b9f94ac276fd439b733f4650b5112764d18e8539fcecf16370102a1

Observation b4303ebe-ec30-497d-9ed3-fa9b12059668 · outbound

This paper cites Let the Agent Steer: Closed-Loop Ranking Optimization via Influence Exchange.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Let the Agent Steer: Closed-Loop Ranking Optimization via Influence Exchange

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:41.988536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:41.988536Z digest=sha256:9c76289646a5604eb84292e8d81f9b1ea63986813a50ee3edeeb698214c33824

Observation 72ec97de-6d30-423c-b6e0-48bbfed50b31 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 3

Resolution
verified exact
doi, observed 2026-08-05T22:07:42.566696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:41.993906Z digest=sha256:2a4268b10b054187c07e4eaa417daa5a6a03280805851869f1a85c16410f5186

Observation ef27c86b-ffb0-44fc-894e-ac268c00c6bf · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:41.999411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:41.999411Z digest=sha256:17c27aeab126eddea598601b8cb2aa26854597eca11f3f59672ac19d105cdea5

Observation c018b495-1c6b-4b12-a3ee-e29818618b8f · outbound

This paper cites Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.005668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.005668Z digest=sha256:dd806b35931e3128554fcb73cab92eaed1bbf272aabaa1fb9c9a1adb9803d70f

Observation 884ab759-7c05-4ea6-941b-d7397b1f0d57 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.010963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.010963Z digest=sha256:7aec2564ca3c07ce71c11762c73e202e3570010553e86981fb464c76f64208c4

Observation 011e530b-c965-467d-9884-bc61fcad0a26 · outbound

This paper cites Gómez, A.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Gómez, A

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.016361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.016361Z digest=sha256:1233c0bc4f5e5cf98073096bb19892c5faa331bd279f2b9dfc7aa9783dbfc7c6

Observation 5b78afde-0831-412c-a2ab-cbadc49d27ab · outbound

This paper cites Maxwell Harper and Joseph A.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Maxwell Harper and Joseph A

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.021157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.021157Z digest=sha256:9cb6f6f801f2375b7598eef1d333e1ba809dcb91d60bee0944733745d81b9c5e

Observation e52e806d-7d05-446c-92ef-eab78f4db8fe · outbound

This paper cites OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.028159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.028159Z digest=sha256:eb15d284a7c0fd8871ca0dbd0f352bf1dc64022d6224e3945323c4f1ee93ad84

Observation 9a683da6-de20-4caf-9efe-b95b73f4341f · outbound

This paper cites Rossi, Branislav Kveton, Dongruo Zhou, Julian McAuley, and Lina Yao.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Rossi, Branislav Kveton, Dongruo Zhou, Julian McAuley, and Lina Yao

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.033071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.033071Z digest=sha256:d3d1ffb5b3d29538873fb652646b6fee277a46b08ac660d8e07341f509452e4c

Observation 6e38ba06-2fd4-4b99-b0eb-83b24089da4f · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.044022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.044022Z digest=sha256:fc8064f39164210fe6c7ccdfd7d82092374abebe7c1bca60caa248ddf5600eeb

Observation f71597fe-86ea-46d8-b771-034a7436c20d · outbound

This paper cites Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.048873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.048873Z digest=sha256:f9327d37a8fd51dd4beb9c54168633c29c7c36914dd564ada851fec24986b274

Observation 59eaeefa-68d5-4318-a7a8-091bc77fa2dd · outbound

This paper cites Emergent Social Intelligence Risks in Generative Multi-Agent Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Emergent Social Intelligence Risks in Generative Multi-Agent Systems

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.054451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.054451Z digest=sha256:9ddc9c9815e4548ae812f27e190c1314f2c644bf0d2b2bbae40ec4805726b838

Observation bdc92014-0cdf-46ef-9494-910d615f5609 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.061081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.061081Z digest=sha256:651050bd3f163eaf602a050f9629c80fa651ab2ef8139ab8b2008aa18255915f

Observation 610b611c-038a-4192-8c3e-f0280ef12163 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.066394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.066394Z digest=sha256:642ca6b778e6261ca2ded81db92020ebef784d8c57b37d0a3210797158320f3a

Observation 1977d10e-edd1-4207-9423-e3364a2934eb · outbound

This paper cites Beyond Utility: Evaluating LLM as Recommender.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Beyond Utility: Evaluating LLM as Recommender

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.071203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.071203Z digest=sha256:4ce28bd35a575e53784747656bbd2bd0e02e25e5a594a0b9edcf8e689b985a63

Observation 53a017fd-4867-467b-b449-4fc85e553e8c · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.076356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.076356Z digest=sha256:4295d1107faa95c5a4ba3a0bd00c5e58d08c264a91a47363faecd74c48a5162f

Observation e27e2c99-a118-401f-936c-a594e0e53cf2 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.080583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.080583Z digest=sha256:a9a930c36815eee26a66d497ddeb9b1e25f7fe6c4ae6d158f3ca72ab1459e951

Observation 0886bdba-5516-4cc2-b8d0-77c7f16ca71c · outbound

This paper cites 2025.LangManus: A Community-Driven AI Automation Framework.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity 2025.LangManus: A Community-Driven AI Automation Framework

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.084607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.084607Z digest=sha256:2b38af07696d2ebe9e24361074ebf1ce87b1820a3d051c520f62bef0a426b988

Observation 89d322d8-b654-44c1-a876-e688e4963e1c · outbound

This paper cites Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.088799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.088799Z digest=sha256:dd3382ab1cf379e156e1aad38be5fedf9d40be951b12037a21c36b018842dfab

Observation a918ab4c-7cf2-45fc-a412-cbac8ba08dbe · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.093397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.093397Z digest=sha256:5545c8753041826dd0ba46552da3cba93fa92733c1df0399b818a05b22f20917

Observation 0d9f6804-9d18-4497-878e-83ac7e15789e · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 22

Resolution
verified exact
raw_fallback, observed 2026-08-05T22:07:45.749588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.098094Z digest=sha256:2b2eb0b97f7b87f80faa4680ad5efa5781b5243e7fe1e83203473820a5cb4829

Observation 73f620cc-c66d-4b0a-a0fb-f8955ab519ba · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.102489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.102489Z digest=sha256:d86f259dc0bf390eac7aaeb8592605274ac479035a9f3c449a11e0441c183682

Observation 1b6d963f-12aa-4677-b10f-4d9438f9dfe5 · outbound

This paper cites Don't Trust Your Upstream: Exploiting LLM Multi-Agent System via Topology-Guided Adversarial Propagation.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Don't Trust Your Upstream: Exploiting LLM Multi-Agent System via Topology-Guided Adversarial Propagation

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.107249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.107249Z digest=sha256:143a25f3bbd40c8cef6ab749b78c1b1f4a4f59af63363f207782b2654ad2b4c1

Observation 9f445b20-d7c0-49ab-9aa2-a4fa03148c4e · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 25

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:07:45.511587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.112964Z digest=sha256:31c518ade019a86859c5b1fc7d4666d86a8d13d22718bb7b168e253ecdd124b2

Observation 0e0a5a4f-9b15-43e1-b166-c441d4449e93 · outbound

This paper cites Topology Matters: Measuring Memory Leakage in Multi-Agent LLMs.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Topology Matters: Measuring Memory Leakage in Multi-Agent LLMs

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.117389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.117389Z digest=sha256:f5cf3564262cf5dc70ab9018f8a6527e65070c44d05ab71d70c376d3a13291bf

Observation a9cd9016-96ca-42ac-8d73-99bd968b4fde · outbound

This paper cites AgentCF++: Memory-enhanced LLM-based Agents for Popularity-aware Cross-domain Recommendations.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity AgentCF++: Memory-enhanced LLM-based Agents for Popularity-aware Cross-domain Recommendations

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:07:45.379875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.122371Z digest=sha256:ba99306fd2250adba71c90dd17fffe3da8965a5439b831e462319e532df085fc

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

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

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.

source=pdf_text observed=2026-08-05T22:07:42.127358Z digest=sha256:f9bf22f689f1296e03cb35379b4b54ce40d9b81c3da3b829ff50fe72cbe6d229

Observation fe5d1225-a62d-4596-9f50-3176b9b495cb · outbound

This paper cites BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.132270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.132270Z digest=sha256:6919527f01b1dd43db741061c6df51c44671188d50359278cd9bdcec0ef86b04

Observation 7e78c1c1-df0a-4678-8c2e-f279353e119c · outbound

This paper cites Manipulating Recommender Systems: A Survey of Poisoning Attacks and Countermeasures.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Manipulating Recommender Systems: A Survey of Poisoning Attacks and Countermeasures

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:07:45.298537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.138946Z digest=sha256:2c6aab613cbf1f3c8fbd84cd98ed2f7f2b52b30e5154eb46f76d6233e03e490e

Observation 5ea070ab-7bea-4702-a35a-58b1a9b66b95 · outbound

This paper cites Exploring Backdoor Attack and Defense for LLM-empowered Recommendations.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Exploring Backdoor Attack and Defense for LLM-empowered Recommendations

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.144046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.144046Z digest=sha256:c4372f72debfd12ec2aadb41eafa4bd9c051bdb7caeeee40c256ffc5159dfe3b

Observation fb5a4b14-d9af-4337-9b80-4e52d5019a00 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.149514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.149514Z digest=sha256:1ec59796094cae473eaf3a0da6f86b2f25b05e1d4b061ebdae8f808eba7fdd06

Observation 72079a6f-7b88-4d58-808f-5982a4121a03 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.154470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.154470Z digest=sha256:e3b65d79b923119d1c2331ef4d8baa8c18ede40ddaa723760a92e20468f559ff

Observation fd741f99-4a97-45dc-9aa4-26a0e031417a · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 34

Resolution
verified exact
raw_fallback, observed 2026-08-05T22:07:45.129151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.158797Z digest=sha256:1256b3660a84549e8b4ee671aed74450fd918ecc02df9bd82c6b405402c575c4

Observation 905baf38-cfda-4a31-b900-6cfdd6a618f9 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.163183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.163183Z digest=sha256:a27bdae81b12148af45ccc475fd37de97e39d3b849f23bc0ae39f6c88cf2dd6d

Observation cff18793-a605-4e69-bb3a-82927e1b4708 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.168040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.168040Z digest=sha256:7f429998d21b766d47fcd2c1600c2a7be8ed3d00fe8a82910cd13d4fb52e4b7e

Observation 81b4864b-5769-4208-a616-bba3c794af9c · outbound

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

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity A Survey on LLM-powered Agents for Recommender Systems

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.172329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.172329Z digest=sha256:e22e40c24d592e843c17799a316186895b7b46851a3fcc443a8e01112d2f19c8

Observation b885f98b-df86-4fc3-929a-e72b4c7fd97f · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 38

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:07:44.916018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.177444Z digest=sha256:9dd3b112d5eb63323313ff1f98ede2468130115c94ffebf6289bc92e4f412573

Observation 2eaa5503-accf-40d0-baa6-04bfe0564fff · outbound

This paper cites AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.181996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.181996Z digest=sha256:369a4c451a4461bee386b969f1dc17572afc0abf63c27a6f617e36dd34c92639

Observation 4ca546f7-74d5-4c37-a494-20a62dcb1c0f · outbound

This paper cites Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.187727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.187727Z digest=sha256:72d25dcf45a6b70c7eca4eefd05823ce43a2092a4236e34f83a7b0b1fa772717

Observation 9ce8dabc-9440-44ad-93a3-d07b341271b6 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.192963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.192963Z digest=sha256:25e9a16970c872738d0b6eff2060fede49a71a9ba681cb717f54b6f0f97e2aa7

Observation caebc462-542d-40c8-be2a-87a93b416e60 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 42

Resolution
verified exact
raw_fallback, observed 2026-08-05T22:07:44.670536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.197595Z digest=sha256:516226d97e9f6c1b0cb278cc87ddf0cb03b4d0afc152733356d2ffde5e89eac5

Observation 935e4329-0012-44a4-8c48-e8fc5a505df9 · outbound

This paper cites Personalized Recommendation Systems using Multimodal, Autonomous, Multi Agent Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Personalized Recommendation Systems using Multimodal, Autonomous, Multi Agent Systems

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:07:44.573492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.202065Z digest=sha256:12fa96707aec112e7fe70c9f76ae1060383965bcf8e3169250b8798dbbfa67ad

Observation b83d3335-8d72-485d-bce1-9de5713c2109 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 44

Resolution
verified exact
raw_fallback, observed 2026-08-05T22:07:44.540455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.207877Z digest=sha256:00590db6893132c05e6be37fd28025cd8ff0eacf46ed7fee8c71f4f243d075a4

Observation e69bc127-7d6e-4261-86b0-333670b84d27 · outbound

This paper cites Multi-Agent Systems Execute Arbitrary Malicious Code.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Multi-Agent Systems Execute Arbitrary Malicious Code

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.214656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.214656Z digest=sha256:dbc26315884580934f7c5bba457cee5076d2ab9008f2810bbbb7b9a04daefa60

Observation 03059b16-f2ae-48d1-bbd0-fcca57eaf516 · outbound

This paper cites IP Leakage Attacks Targeting LLM-Based Multi-Agent Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity IP Leakage Attacks Targeting LLM-Based Multi-Agent Systems

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.219855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.219855Z digest=sha256:8eca97ac1e254cb6f2aaca23d6779942a4550fbf6459c4adc282f8926da9b82d

Observation abbfc0f4-2503-41e8-92e0-3e2dac3c51ba · outbound

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

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity User Behavior Simulation with Large Language Model based Agents

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.224736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.224736Z digest=sha256:f86d83db5001c5ad7c3382db6e9ead7087ce28537b1e1b7e49352f7391c561b2

Observation 87fdf0a1-cd1a-4a82-9ec5-fd17ce869322 · outbound

This paper cites G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.230156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.230156Z digest=sha256:2f917927897ef36de0f3de0bd89cfb789895be1c20cc99b16580088dd9475875

Observation 575bb3fb-28d5-417c-8aa9-305e000ffdcb · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 49

Resolution
verified exact
raw_fallback, observed 2026-08-05T22:07:44.334270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.235270Z digest=sha256:4fb931be6a579bc07838ec7089d550af006f0dc38e0a2c3b3bc6f928fe7da987

Observation fea13fb5-8067-439e-9d30-f02ebbfa8b5a · outbound

This paper cites RecMind: Large Language Model Powered Agent For Recommendation.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity RecMind: Large Language Model Powered Agent For Recommendation

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.239519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.239519Z digest=sha256:27807d4eabef63fbb504872b2bad2f49d1af526f4a970e92dbe00de50b043eae

Observation 101bfe2f-0936-4977-b21d-c8267b30d5b1 · outbound

This paper cites Privacy Risks of LLM-Empowered Recommender Systems: An Inversion Attack Perspective.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Privacy Risks of LLM-Empowered Recommender Systems: An Inversion Attack Perspective

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:07:44.212959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.244283Z digest=sha256:a1d59f980d3e4848b66b96f4c716663f9ca12d5f3efd18ca1b711c79fe9d8016

Observation 80287501-b091-4c44-af1f-525cfe56d01d · outbound

This paper cites ID-Free Not Risk-Free: LLM-Powered Agents Unveil Risks in ID-Free Recommender Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity ID-Free Not Risk-Free: LLM-Powered Agents Unveil Risks in ID-Free Recommender Systems

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:07:44.187600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.250218Z digest=sha256:93947e491b6f746c06fec2a50ef96fe1171dc67c267cad4397109de9dd93370e

Observation 0558f9d5-8443-4cbe-93bc-4872041deee9 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 53

Resolution
verified exact
raw_fallback, observed 2026-08-05T22:07:44.152402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.254944Z digest=sha256:baa5fe4245e518e85d3a6907e569dcb1fab8a610269843ca8d229d77643531ea

Observation 0bfc9218-d90d-4b9a-982f-4d13381a40e2 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.259956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.259956Z digest=sha256:d531765b77c7fb59da055f34e6a2ba8d6bcff5faea776879e4c97326a6cc4c4c

Observation a50f4c4a-7e93-493f-b71f-638d53503a0f · outbound

This paper cites Poisoning Attacks and Defenses in Recommender Systems: A Survey.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Poisoning Attacks and Defenses in Recommender Systems: A Survey

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.264460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.264460Z digest=sha256:eefb31c2b8b70075249bc471a9bcd22c9f42b7520a29c0550b2d61410eb1bc12

Observation 11eecb77-fd99-4ee8-9ae3-2d1667d75f84 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.269373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.269373Z digest=sha256:fc149df820a9e7491bd2930bea3265e39f8cd13873171e951c9008e04d9b173d

Observation b7bda5d9-e9f5-4733-8a73-76d581ad0f2a · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.274137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.274137Z digest=sha256:2bd33d8792e8c46ba9c835f2f4e65aa5d0e40e0b08fb481ff9d25f4aad9e730a

Observation 7b37eb5e-ae22-48e6-ad75-92e9b722cb74 · outbound

This paper cites MAS4POI: a Multi-Agents Collaboration System for Next POI Recommendation.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity MAS4POI: a Multi-Agents Collaboration System for Next POI Recommendation

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:07:43.904102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.279120Z digest=sha256:90dbfd5fed2e191153696ced847715465d778e4933ba6f4e8dfd639a8eb4af94

Observation 6c0e19f1-5b3f-401e-8cdc-3a9ab683d2bc · outbound

This paper cites Attacking Pre-trained Recommendation.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Attacking Pre-trained Recommendation

Reference 59

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:07:43.874690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.283770Z digest=sha256:8309377c1eea5d5ea8f77cb8530d1c9c2a249bc499367a8373d55502aa1dc516

Observation 9414fe2a-8a4e-4c44-a17e-1af7a376308f · outbound

This paper cites Cowpox: Towards the Immunity of VLM-based Multi-Agent Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Cowpox: Towards the Immunity of VLM-based Multi-Agent Systems

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:07:43.837793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.288855Z digest=sha256:83f2f26a8b991aa9d719c78cf21640d88f43447f9d9c04b8f3c811c2b64f731f

Observation 58d5e141-48ac-4238-8b76-148787a807e8 · outbound

This paper cites Rossi, and Julian McAuley.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Rossi, and Julian McAuley

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.294040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.294040Z digest=sha256:662a605f8f39fca2f665ad6fd31dc2d9c89e01eafb8c344fa7aeb820033794fe

Observation cc04cd91-635e-4690-9947-c414885eb1b6 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.299672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.299672Z digest=sha256:52ffe8d8f2d753b0bd7da6805a96e185a892f06c9f0b101aec7f1f36729663a9

Observation 8909be5d-67d9-4685-99c1-96fccbf5d288 · outbound

This paper cites Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.304265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.304265Z digest=sha256:604779d23306c66d82fefa51169a2f7fb66bdc7307282ff6c48ab94e45b35c2b

Observation 6c5e539a-e447-4add-a245-abc85d3f13a6 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.310859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.310859Z digest=sha256:a98b087b5250a3c1ef04c5e1ab6e8bde4741a04e7895287271865f66af570060

Observation 8742030f-c040-4eff-a28d-2b1c2e3576d6 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 65

Resolution
verified exact
raw_fallback, observed 2026-08-05T22:07:43.482234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.316247Z digest=sha256:860180ae5b8183dacab1ee3ef075bdd7b7f1bfd800eb32b97bab4f0c6782be93

Observation 8a5b0b76-5044-4549-8ce0-7f7fa514c103 · outbound

This paper cites Thought-Augmented Planning for LLM-Powered Interactive Recommender Agent.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Thought-Augmented Planning for LLM-Powered Interactive Recommender Agent

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.320972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.320972Z digest=sha256:02c4765c3b2a2c4a3cdea0210fcf8dcc8034a4e1d4dffecaba33fb7f16664c36

Observation 439bf9dd-7411-49ef-9973-ca45d445ff62 · outbound

This paper cites NetSafe: Exploring the Topological Safety of Multi-agent Networks.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity NetSafe: Exploring the Topological Safety of Multi-agent Networks

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.326351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.326351Z digest=sha256:ca2c4e1bbe5a8d29a85d2148bf9d7cda0f7803f1581aa32eca39308843346d98

Observation 78a43e56-50fe-41fd-81b0-f5bcdc1ea509 · outbound

This paper cites InjecAgent: Benchmarking Indirect Prompt Injections in Tool-Integrated Large Language Model Agents.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity InjecAgent: Benchmarking Indirect Prompt Injections in Tool-Integrated Large Language Model Agents

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.331664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.331664Z digest=sha256:3b481b386fb92c6608a64ec7502cd58584dd03bb44f699b1342b8210e598b050

Observation 346400ab-e9b8-4080-a79c-4f1a54e50461 · outbound

This paper cites Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.341577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.341577Z digest=sha256:e807bb40a0b57c4e9cb011351cbe9948f21fb9202c9eb18f4efcd43ee630273b

Observation 85b5c48f-bdc5-48ce-85aa-e2c0d52a8c54 · outbound

This paper cites Prospect Personalized Recommendation on Large Language Model-based Agent Platform.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Prospect Personalized Recommendation on Large Language Model-based Agent Platform

Reference 71

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:07:43.217930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.346584Z digest=sha256:bab128619e3bc1b3c731e11dc1548307830739739adf929815bb2d73671a3003

Observation 60c99874-77ac-444c-adbd-9f4b9a04b346 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.351654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.351654Z digest=sha256:3d25f6775bd128a3a60d2f356d00d45abb00147d4c1249acb6fb26a46aa4f4a7

Observation ef1fb838-c6ac-4688-84e6-a5fb717c1e27 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.357017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.357017Z digest=sha256:27a5a5ac4e7834329332c5750f5d9e93de8a24879ce38bef6788ec31c171a99f

Observation 91de21b6-0ff6-4a3f-b710-1659bc4be95c · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 74

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:07:43.061541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.370072Z digest=sha256:3b432c0653ce49f1ea417d2677b76be2b6b7f2f583e62eafcb519decd5a5ce72

Observation d9d901a0-45a7-4f58-a56a-2de0a9ba6160 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.374894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.374894Z digest=sha256:8c07f1e78df7ca0b3f11cffe29e65d49657d3e011bf05e43483d4fda7e776985

Observation f4f9c5fb-db37-4daf-b69b-1012ded06d31 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 76

Resolution
verified exact
raw_fallback, observed 2026-08-05T22:07:42.936088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:07:42.386272Z digest=sha256:fc1c9f1880f274c7bbcaf28d0694fafec535ab4f048fab9dfbf753212578a207

Observation cf807d47-06b8-4406-aeb8-fcfa3025a60c · outbound

This paper cites PsySafe: A Comprehensive Framework for Psychological-based Attack, Defense, and Evaluation of Multi-agent System Safety.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity PsySafe: A Comprehensive Framework for Psychological-based Attack, Defense, and Evaluation of Multi-agent System Safety

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.392385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.392385Z digest=sha256:40bd249ed42d93b951d201f0f920ae78b8c12ffd3f78648c002f576af02925ca

Observation 85c35185-f384-4a9f-8229-133d41cc3ed6 · outbound

This paper cites Human-Imperceptible Retrieval Poisoning Attacks in LLM-Powered Applications.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Human-Imperceptible Retrieval Poisoning Attacks in LLM-Powered Applications

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.380854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.380854Z digest=sha256:5c24e517ea4e3a41522dec3dfa143bbbfeb7559f9b7d28dfefa1b631fb672529

Observation ae47a06c-43cb-41c7-9970-607b6162e1d3 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.409952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.409952Z digest=sha256:70137e0848cc54bd83979edac583e5ded9511039639dff1b12a592c2f14e1648

Observation bb307ac2-f2a2-48ff-be59-3f140c3025a6 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.415294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.415294Z digest=sha256:41e6a9434e79da7074036c0fd3b40175f9c4d8353cf158c4e36f54d17e59c9f4

Observation 609589b8-4287-4171-8440-3640387bbfbb · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.402685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.402685Z digest=sha256:c42ed2c7700bd17729650503cf21495c7d703e3dacb52d1dfec740fffdabef8e

Observation f7a37788-e974-4ad6-bed9-2ff4a29118e2 · outbound

This paper cites A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.426490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.426490Z digest=sha256:3b02915cbaf4b364577e27288c4e7efdb6aa182528af8f02ba96315388d5f622

Observation f099c07c-9901-4f45-9426-f7c89ec84bd2 · outbound

This paper cites an unresolved cited work.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.432678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.432678Z digest=sha256:1572d7a24547dbc085fd3a1d82d0e4cfbf0bc27bee5c9db743013892e8ee93c4

Observation 41c32daa-f432-43b2-bd24-b500288f842e · outbound

This paper cites CORBA: Contagious Recursive Blocking Attacks on Multi-Agent Systems Based on Large Language Models.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity CORBA: Contagious Recursive Blocking Attacks on Multi-Agent Systems Based on Large Language Models

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.420500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.420500Z digest=sha256:d8af4a6a0aed3bad2a88ff92317b15fb2e85da0f3b38c5ef4419da918131e261

Observation b44ce838-e91c-4b6c-86ab-2938bf4a8572 · outbound

This paper cites Stealthy Attack on Large Language Model based Recommendation.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Stealthy Attack on Large Language Model based Recommendation

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.363853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.363853Z digest=sha256:4b3b276ebf05cd1ad2e703d5b232622150561d62f0e5558f96bafdc3f9eef135

Observation 9e9a32d8-801a-4106-80f1-a2fcb03e24bd · outbound

This paper cites Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T22:07:42.038221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:07:42.038221Z digest=sha256:1750b195d9b3df5539e803141ca00018b7188b3bd2e2de1b71a503c47142be9c

Pith citing papers

No inbound Pith citation observations are available.