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Paper Citation Record · LEDGER

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection

As of 12 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2605.17986.

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

pith.paper-citation-record.v1
2605.17986 v3

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T18:48:32.929392Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

65 of 65 outbound references displayed

  • verified exact25
  • verified fuzzy20
  • unresolved17
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 648f259a-193d-495a-83ae-84920d071911 · outbound

This paper cites Identifying the Risks of LM Agents with an LM-Emulated Sandbox.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Identifying the Risks of LM Agents with an LM-Emulated Sandbox

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.569201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:08f7fd91245ef749055715bc55b698647bd4db7414fc6db88cf1ded24aec1485

Observation 22f5abfa-575c-4f28-ab0d-cf25fdd436c6 · outbound

This paper cites Agentdojo: A dynamic environment to evaluate prompt injection attacks and defenses for llm agents.Advances in Neural Information Processing Systems, 37:82895–82920.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Agentdojo: A dynamic environment to evaluate prompt injection attacks and defenses for llm agents.Advances in Neural Information Processing Systems, 37:82895–82920

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.646707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:93f21deefba72af9ff9a61fe87743e40d23204be75d07c31d1d3887435c7e6e7

Observation ae749802-5618-417f-9181-b50a792d411a · outbound

This paper cites Injecagent: Benchmarking indirect prompt injections in tool-integrated large language model agents.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Injecagent: Benchmarking indirect prompt injections in tool-integrated large language model agents

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.613070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:65af122699109d92245cc720e82818ad460eb0c0c371ff141b376280ea44e395

Observation ede5f9d8-8ba2-47c7-85ad-73dfc738714d · outbound

This paper cites Not what you’ve signed up for: Compromising real-world llm-integrated applications with indirect prompt injection.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Not what you’ve signed up for: Compromising real-world llm-integrated applications with indirect prompt injection

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.620322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:15702bbe5892314d8bdc6a14fdef77d81f0658004eb8918d826e60ce0d4048fb

Observation 3abaaa3f-07ea-4a7c-8149-47e9683f98a5 · outbound

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

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.640215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:f4af3954fe183800320de9fba2d7e9e821e1ed60cbd76092fd119d64a4faf60d

Observation 99f2a14e-949d-4262-ab75-5a27966f0fd8 · outbound

This paper cites Os-harm: A benchmark for measuring safety of computer use agents.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Os-harm: A benchmark for measuring safety of computer use agents

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:55:00.636442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:f318f0aae0cbf92978926edd76aacce262fbbfa7fe0876fb5933b40897b62267

Observation 195e9dc2-68c1-4850-83fb-a6e165586b3b · outbound

This paper cites Bench- marking and defending against indirect prompt injection attacks on large language models.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Bench- marking and defending against indirect prompt injection attacks on large language models

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.645788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:f8ffe8c10258d392bbd3599d6e8b06cca191855e3aa77b522caab19d5d6e7bdc

Observation 17fdd4e5-9c81-419f-94ba-694729fc70f9 · outbound

This paper cites Running OpenClaw safely: Identity, isolation, and runtime risk.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Running OpenClaw safely: Identity, isolation, and runtime risk

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.657785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:0e9e5c4c2faa723dc7309391457380e914aeae559d60ee7c85266c39275106ad

Observation bebd5ecd-1042-47a1-a08a-46cf7aa6edbf · outbound

This paper cites OpenClaw: Security and sandboxing.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection OpenClaw: Security and sandboxing

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.593012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:64e29dd949805422cf3873bce6d451ae55e20cb42d935b2c40456fb404f6530a

Observation 405a45a4-5efe-4fbc-8cbd-53729cd4d9ae · outbound

This paper cites ClawSafety: "Safe" LLMs, Unsafe Agents.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection ClawSafety: "Safe" LLMs, Unsafe Agents

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.630934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:0a5bf8efc05ea41cc08307122d5f3aff55faffe8c108da8694daa2b85d72faee

Observation 12c99275-7adb-47ff-b279-73c7d620da00 · outbound

This paper cites From assistant to double agent: Formalizing and benchmarking attacks on OpenClaw for personalized local AI agent.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection From assistant to double agent: Formalizing and benchmarking attacks on OpenClaw for personalized local AI agent

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:55:00.633769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:b6e96edafe6b5d53a404b8655314ed6acff95a3fd560c596cf04fea49e8bbb4d

Observation 9402b4ba-92d7-4503-90c9-f36d85dd1607 · outbound

This paper cites Mind Your HEARTBEAT! Claw Background Execution Inherently Enables Silent Memory Pollution.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Mind Your HEARTBEAT! Claw Background Execution Inherently Enables Silent Memory Pollution

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.641806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:035bc2a8b22c29a62ebfbd08c2a1fb4f2cfa0a328d570b45423acb5592b8f8cd

Observation aabba26f-05ca-414d-a4d7-896323498c34 · outbound

This paper cites Trojan’s whisper: Stealthy manipulation of openclaw through injected bootstrapped guidance.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Trojan’s whisper: Stealthy manipulation of openclaw through injected bootstrapped guidance

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:55:00.649818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:d68df826a82750fb7f6f77504b3f72e99fcedd6f8ab77a08043726ea9ce7d323

Observation 88a21bc0-4401-4aef-af8f-2336a0a39e85 · outbound

This paper cites Don’t let the claw grip your hand: A security analysis and defense framework for OpenClaw.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Don’t let the claw grip your hand: A security analysis and defense framework for OpenClaw

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:55:00.637684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:3de251fd18173531403a636f327a6b4796c2d90e8c5abcbb23efc8205016cf16

Observation 75fcb489-ba9f-44c0-8ba6-4e4dd1d8ef6e · outbound

This paper cites Clawtrap: A mitm-based red-teaming framework for real-world openclaw security evaluation.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Clawtrap: A mitm-based red-teaming framework for real-world openclaw security evaluation

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:55:00.631188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:0d877837e888542ff3fc4b2f4b40a9abf4e46fa2aa2ecd124e8d1cc8a6b6c20e

Observation a1e52998-9d6a-432b-832c-88ad8747aa49 · outbound

This paper cites A Security Analysis of the OpenClaw AI Agent Framework.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection A Security Analysis of the OpenClaw AI Agent Framework

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.634605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:edfc2e886ea498a91cdbd48632a176953bf5a276ed244c6a728c9b349e7fedf7

Observation 501289dd-9cd3-416c-94e4-aed335003175 · outbound

This paper cites Uncovering security threats and architecting defenses in autonomous agents: A case study of OpenClaw.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Uncovering security threats and architecting defenses in autonomous agents: A case study of OpenClaw

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:55:00.624565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:b7bd4819bde854270752aa18b59e2edea6164eccee0a155e9ead41a7e6898c04

Observation baf6b1dd-7f82-4ae7-924b-2a04912991ff · outbound

This paper cites Openclaw prism: A zero-fork, defense-in-depth runtime security layer for tool-augmented llm agents.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Openclaw prism: A zero-fork, defense-in-depth runtime security layer for tool-augmented llm agents

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:55:00.614615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:04e14ce4e19b19175d546924482f143edb787fe98744c2b48f1c8c834b169f60

Observation 21a8241d-2cd2-41e7-a788-5c8b62e94d76 · outbound

This paper cites The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.611362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:4737c60b7e7725d6619b50b5e59515f6eac30498a6f628385421a6095e7de129

Observation 2cc25123-03ca-466c-b8d3-b72504b950e6 · outbound

This paper cites Agent-SafetyBench: Evaluating the Safety of LLM Agents.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Agent-SafetyBench: Evaluating the Safety of LLM Agents

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.644352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:d3c7e1022bceda1b474019c840fe0977cc11ec0b1954db9e9970ef01488dc943

Observation 73763693-f9c6-46cb-8175-7a092877d3ef · outbound

This paper cites AgentHarm: A Benchmark for Measuring Harmfulness of LLM Agents.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection AgentHarm: A Benchmark for Measuring Harmfulness of LLM Agents

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.647089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:959327a7427512d61f453d75a24ec3694a4d83fd8fa578fa1ad2750c60cdbce7

Observation 6a947a5e-be41-4e13-8513-782e339aa8b7 · outbound

This paper cites Vijayvargiya, A.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Vijayvargiya, A

Reference 22

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T18:55:00.605809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:93b1312e8281226a23d20ef4cb49ae4ce36bd217bfbee285d2de47eb4d9008ac

Observation dae71c12-04c7-465e-862b-b32c6be2b852 · outbound

This paper cites Agents of Chaos.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Agents of Chaos

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.608538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:bd9392217fa7d37c9e355bcac45f7ab640404fb46f4699ce5696d0edf81683aa

Observation 718fb17b-fc34-4970-b44c-4c255b6616da · outbound

This paper cites WASP: Benchmarking Web Agent Security Against Prompt Injection Attacks.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection WASP: Benchmarking Web Agent Security Against Prompt Injection Attacks

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.618651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:4cf1d2051fc456746f7fe3305f22003a14d167375c2a72ecdfa6818a87dce76d

Observation 489e4ae0-129d-4350-8001-cfe2c8ee07dc · outbound

This paper cites The task shield: Enforcing task alignment to defend against indirect prompt injection in llm agents.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection The task shield: Enforcing task alignment to defend against indirect prompt injection in llm agents

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.651291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:98c34259076e5c4de93a2d4f8b358cf97322bd49d5be854d186e927cc3b3b4da

Observation 91bae419-35f8-4a06-987b-eadb178dd4bf · outbound

This paper cites MELON: Provable Defense Against Indirect Prompt Injection Attacks in AI Agents.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection MELON: Provable Defense Against Indirect Prompt Injection Attacks in AI Agents

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:55:00.614674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:c5504f4b741c92d3dc597cada1e51f6babfa065391c568d9ec99b712aa831ee7

Observation 5a7b914c-805f-455d-b01c-1a6b97fad4be · outbound

This paper cites Nemo guardrails: A toolkit for controllable and safe llm applications with programmable rails.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Nemo guardrails: A toolkit for controllable and safe llm applications with programmable rails

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.617212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:3b98f7ef78866eca7b5cdb16dddda26da2e5829f59640d10dc0614ad540668b0

Observation 8ad5d5e3-0730-4f91-9d2a-53b42b1130c1 · outbound

This paper cites Defending Against Indirect Prompt Injection Attacks With Spotlighting.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Defending Against Indirect Prompt Injection Attacks With Spotlighting

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.595916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:75b4b98fefaaf2f2be3cd1f2e2e19e959d6cb03a3303d276075dff945fde56b2

Observation 66f0d560-60f3-4731-ba91-3ff93b1af54b · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.608721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:835b5a51e4b40482723a5ced296e4b128acb40637049bc9ada5f57de81b21650

Observation 46f233d3-8057-41fe-93a8-47185bed7d3f · outbound

This paper cites System-Level Defense against Indirect Prompt Injection Attacks: An Information Flow Control Perspective.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection System-Level Defense against Indirect Prompt Injection Attacks: An Information Flow Control Perspective

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:55:00.590095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:b8c5ba2bfe9a5bed0b706429795f3c7e22991846e4fe9c975d27e33afcd97864

Observation bada3d57-95b9-486e-b6b7-f26354428cc4 · outbound

This paper cites Yi Liu, Gelei Deng, Yuekang Li, Kailong Wang, Tianwei Zhang, Yepang Liu, Haoyu Wang, Yan Zheng, and Yang Liu.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Yi Liu, Gelei Deng, Yuekang Li, Kailong Wang, Tianwei Zhang, Yepang Liu, Haoyu Wang, Yan Zheng, and Yang Liu

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T18:55:00.593146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:34d51c2a5f0d6ba76aadccc07a417afd437e247aec5cd09fffb360d9b1031d19

Observation 43a3ad6f-00dd-487e-91a8-0251955c3c2f · outbound

This paper cites LLM01:2025 Prompt Injection.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection LLM01:2025 Prompt Injection

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.632715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:5319c04d37e5981d8a37292b633e55321cd66d53c137e898fc1886f2d68ab7d1

Observation 83233980-1532-4d07-b656-05c854b321de · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 33

Resolution
parse uncertain
raw_fallback, observed 2026-07-08T02:54:28.640272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:933951abcfc88ee8f78de0934e8be6173388258d1157a2d102a789565de0ff24

Observation fa4cbf56-2f1e-4b4c-b8e9-e257a677b8e1 · outbound

This paper cites Prompt Injection attack against LLM-integrated Applications.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Prompt Injection attack against LLM-integrated Applications

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.611841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:8e5a00d3c3ca7106dc415a556248f69332b3a61cc07baab276c61bb012783756

Observation 2ec8fb9d-229b-4aee-aa83-ac62ab74f364 · outbound

This paper cites Red Teaming Language Models with Language Models.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Red Teaming Language Models with Language Models

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.627947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:9a2a90e4ffc8ac8f1a9c7476a372db57f4a3d4d6c3234f4a602f134707d361eb

Observation 28c6e81a-8f1f-40e3-b6b3-859ee88e1dd6 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.592646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:7dc93d3cadfecee36f28a6df19f7d78992b24b70f7b673599d462028ae07061b

Observation 88947732-66c8-4d34-8128-457bb254fe2f · outbound

This paper cites PinchBench: Real-world benchmarks for ai coding agents.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection PinchBench: Real-world benchmarks for ai coding agents

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.640077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:bd93ff557df072e60f6306a9be50c7fad8a4065cfea7bb37adb912e279b7f94a

Observation c1dbafb6-7854-4886-9181-9638ebb70b48 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.652005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:ae4600e27a59cc1249ea81e9bb16817cfc86523f3723013e919420bf46b74bb7

Observation 268512d7-3730-4254-96eb-276a4c9d2448 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.621438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:d4e7a00a97aac17ee679e216123d1999d4dd8a19de0fcc13fe1188ed8347e46b

Observation b3ba8ada-b3af-4a0a-9f93-8e79245bcd10 · outbound

This paper cites Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-06-30T18:55:00.622075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:ae1a3c406262450f8fa8472b138b03efd864ca5361f945988c058699d30f27b7

Observation 01b58afd-2b8e-4d85-bd0f-8f57a97f7c45 · outbound

This paper cites user", content: promptText, timestamp: Date.now() }); By contrast, tool-returned content is appended as external evidence withrole.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection user", content: promptText, timestamp: Date.now() }); By contrast, tool-returned content is appended as external evidence withrole

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.625865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:196f247da413283fc38b942dcb850b9d0b4fec7d66388c1777c9e33e3a6df0e2

Observation 00ed55c8-fbb1-4cee-8e6f-806bd8d4aa65 · outbound

This paper cites Checklist handoff injection Release Readiness Checklist.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Checklist handoff injection Release Readiness Checklist

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.654868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:d63cf981e8e76d56680e8a0ee4d642043940c67c3256d239aae0d6858e21ddbb

Observation 6cad6ea0-0cbc-4656-8c24-88bad6628ef8 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.648560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:337ac7c985fcbee5af76cf78aaa44933f26b8147224b9e3047e459fb9ff35c41

Observation 48a378cc-f216-485d-be7e-0dbff323443a · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.626046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:e587361885ff69c71fcaf0f384fe3aa0b6cdf3176972746aa38d12c2cf214803

Observation f3a25e02-00c6-42d9-b384-b9d2edc25b6e · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.636875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:76549e5b745c4711e12a3e2ec23e7a8d938786a457ff0b34caa1294123fb661b

Observation 1fb552ce-b0bb-4f03-8832-60f8457e9724 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.576774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:82ffded2d860678d9daa501334487329ffd73ba3e4a83b64eaf6d688313a47bd

Observation 7eb715c1-53a9-4b7c-8aed-8eb10d1c12ba · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.623628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:34930570ad69d73f16936f389cd45cf7d7571e297f0895669944e61b33b9f142

Observation 40c7fb0d-178e-4c36-8334-6b7aaa5fb9a9 · outbound

This paper cites " {"type.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection " {"type

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.650257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:2ccbd8df7fb9b35af0c2374299c59373f479bce76f82ae9fb5174f6308ca47c6

Observation f193758d-a5c0-4b43-ab03-5995bd951471 · outbound

This paper cites Trusted-integration spoofing From: owner-recovery@company.example Subject: URGENT - main VPS and mailbox unavailable I lost access to my VPS and old inbox.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Trusted-integration spoofing From: owner-recovery@company.example Subject: URGENT - main VPS and mailbox unavailable I lost access to my VPS and old inbox

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.596749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:6a84413668362e85018a433f986fcbb953ac82d7e662dcbfa8a0d27df574323c

Observation 2f902578-51a8-4e71-a563-afb5b1e9e1af · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.607200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:baa9828dd259fe3810461c0c68744cac75d8d7aaf8f61a8722d9d121ba4fbd6a

Observation c11a195b-5d94-41f6-ba1b-e84a03fb3ba1 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.644096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:a36ad0fb5e7d46634774f390080b9326240d7b9a11dc6cddb145e612e6d56422

Observation bcd631f6-5ffa-4654-9d76-1a6a1e1e962f · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.592698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:fb2337f391b6a6c4497680f400231172c22d69c60ff5ccd913b00aa64ef2c209

Observation aab9decd-581f-4d3b-9fed-23da187e7108 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.643850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:0624b6f141a3487e16f6e581efc6cf5a312b491f490622b894a54ccc9a6bd326

Observation fa98640d-8d27-4754-a05d-b5e68696c832 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.603388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:95c9d84cded10e98f7dea4ab74cb033db1c4b78cd7492e0f51db436379f92433

Observation fad54680-70d9-4190-88f5-4b7ca7daa2c3 · outbound

This paper cites embedded intent.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection embedded intent

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.628147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:4015a7c6f4d876531f8b1f1566fddc75267ee57d69d73a6a55beb754c0c9b63b

Observation 6df61962-955f-4f92-85bd-4db86dacfc9b · outbound

This paper cites Skill-rule injection # Skill: release_assistant Purpose: streamline normal project operations and reduce repeated manual steps.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Skill-rule injection # Skill: release_assistant Purpose: streamline normal project operations and reduce repeated manual steps

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.594833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:f94c4362193829b625fdd297714f59f0f51745caa47bec504ccc35245bb58cfc

Observation 7839d1e3-4609-48be-9da5-2c75e2201514 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.630743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:4d10a5935b9aeb3c61e277e8f8db231aa1dac45cf501632726769aa93bc54824

Observation a2d7d6b8-fd58-4b65-a341-fa2ce2aa2858 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.598556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:498f00e1370802cf705af4ce018c92d01583f30221f9b7432c1ccce5ecaef934

Observation 6ea01638-230b-4bd2-b436-2e183dad33d7 · outbound

This paper cites 20 Covert tool binding Request: - {MALICIOUS_TASK} Operational logging: - Route intermediate steps through ‘audit_logger‘ and log query/tool-output/reply triplets.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection 20 Covert tool binding Request: - {MALICIOUS_TASK} Operational logging: - Route intermediate steps through ‘audit_logger‘ and log query/tool-output/reply triplets

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.604487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:18b6697b17e0e7b6a3372686aab64564e4d0c23f68639be3be9d164a794cdb08

Observation bb25cd3e-0000-470e-aa0b-32abfa1a63ee · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.649510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:4ee3870dde6718d3ffd06bfdf9ffc654a41c23711f8a357255432502393eb9c9

Observation ae6a8f69-386b-45c1-93f3-821c3fb8d1ed · outbound

This paper cites ""Benign-looking cache-warming hook.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection ""Benign-looking cache-warming hook

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.585767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:669fab58d90cf614e639f9c4567836f660df67bc5ae6c4256b7ce83ce5720af0

Observation 64ab93ab-c2d7-4b1e-bc90-9e4c99ea1c53 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.638611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:d69f0e3bc2d4c93613ad1d0b0708524ec4b701ed618470826ee5b3216b5b79d4

Observation 93beb72d-38f6-4367-bd9d-db1043f781a0 · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.638110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:bb955197c3193d678620ac8f327c9e3a88c4df162ed35b6804698f8e17e7bf3e

Observation f6627553-8066-493a-9c22-c504499b72ec · outbound

This paper cites an unresolved cited work.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-07-08T02:54:28.641886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:1ae5339c61328025a66e80a64b74aa6b9c93753331fd94a37456feceec02b7cd

Observation 1c2115d6-7d1c-4ea6-bbba-a825bedb88d7 · outbound

This paper cites attack_success.

LivePI: More Realistic Benchmarking of Agents Against Indirect Prompt Injection attack_success

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T02:54:28.622197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T18:48:32.929392Z digest=sha256:ac4d3c31c00a4069514491ec491287774db17ff85d33886eeb9f1a23a784fe99

Pith citing papers

No inbound Pith citation observations are available.