Paper Citation Record · LEDGER

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops

As of 6 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 2 inbound Pith citation observations for arXiv:2506.14493.

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

pith.paper-citation-record.v1
2506.14493 v3

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T09:18:26.804728Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T12:59:17.093731Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-29T13:03:26.145467Z

Reference resolution

56 of 56 outbound references displayed

verified exact13
verified fuzzy33
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8a7447b3-9404-4eb2-b0ca-08e583bb9e72 · outbound

This paper cites Qwen2.5-VL Technical Report.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Qwen2.5-VL Technical Report

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-19T09:22:16.181626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8d93749a-a6a0-4297-871f-735cfd84f538 · outbound

This paper cites Natural Language Processing with Python.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Natural Language Processing with Python

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.288365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ff57c395-e326-42cc-ba63-5debfaa4e6d7 · outbound

This paper cites MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:22:16.176102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 24a32b5d-d688-449f-b696-0cde5eefeed5 · outbound

This paper cites Nmtsloth: understanding and testing efficiency degradation of neural machine translation systems.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Nmtsloth: understanding and testing efficiency degradation of neural machine translation systems

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.760044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b827dbc7-f331-4077-b72a-2fa680e71a00 · outbound

This paper cites Nicgslowdown: Evaluating the efficiency robustness of neural image caption generation models.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Nicgslowdown: Evaluating the efficiency robustness of neural image caption generation models

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.769174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c0daa0c3-492b-432c-a8ac-fa1fbf35d1ab · outbound

This paper cites Tan, and Haizhou Li.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Tan, and Haizhou Li

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.764717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 577393fd-224f-41f2-8c9b-c5cebae34ec3 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-05-19T09:22:16.169830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7441fa62-4af9-4c21-a58a-533af188cf37 · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Gonzalez, Ion Stoica, and Eric P

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.774664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dcf44fc7-b085-4a4a-ab9e-93a515f45dbb · outbound

This paper cites Energy- latency attacks via sponge poisoning.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Energy- latency attacks via sponge poisoning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.779657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 95b6dbed-9ce9-40b2-8bea-edfd12aec1af · outbound

This paper cites an unresolved cited work.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-19T09:23:04.784383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ff1009aa-9adf-4e05-861b-cf709707771b · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Imagenet: A large-scale hierarchical image database

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.788906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c0a7a127-f961-4e52-ad3d-02c0bea29ffa · outbound

This paper cites An Engorgio Prompt Makes Large Language Model Babble on.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops An Engorgio Prompt Makes Large Language Model Babble on

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:22:16.150364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dd2b93c8-6602-4c51-8e2c-aaae41e050dc · outbound

This paper cites Inducing high energy-latency of large vision-language models with verbose images.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Inducing high energy-latency of large vision-language models with verbose images

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.284431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ac660250-8e7e-4657-84af-ec24b6c00fa0 · outbound

This paper cites Energy-Latency Manipulation of Multi-modal Large Language Models via Verbose Samples.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Energy-Latency Manipulation of Multi-modal Large Language Models via Verbose Samples

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:22:16.138225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f850c828-319d-4d9e-b7d8-8fa284b6ad41 · outbound

This paper cites Denial-of-Service Poisoning Attacks against Large Language Models.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Denial-of-Service Poisoning Attacks against Large Language Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:22:16.144655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 88919fe1-327b-4224-af79-8ca2fb029b26 · outbound

This paper cites V2PE: Improving Multimodal Long-Context Capability of Vision-Language Models with Variable Visual Position Encoding.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops V2PE: Improving Multimodal Long-Context Capability of Vision-Language Models with Variable Visual Position Encoding

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:22:16.157643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 09349338-0f64-4061-acc9-94f085aad380 · outbound

This paper cites Coercing LLMs to do and reveal (almost) anything.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Coercing LLMs to do and reveal (almost) anything

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:22:16.163991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b1797c82-810f-4eed-b598-9a8d1c951097 · outbound

This paper cites Onellm: One framework to align all modalities with language.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Onellm: One framework to align all modalities with language

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.278888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a9dc975e-9e4b-432e-be60-e8a6a3353fc7 · outbound

This paper cites Antinode: Evaluating efficiency robustness of neural odes.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Antinode: Evaluating efficiency robustness of neural odes

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.277084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5086c978-de66-4399-b04c-22725cb49cab · outbound

This paper cites A panda? no, it’s a sloth: Slowdown attacks on adaptive multi-exit neural network inference.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops A panda? no, it’s a sloth: Slowdown attacks on adaptive multi-exit neural network inference

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.275274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0cc48518-047b-4a3b-881f-2b87ae775a62 · outbound

This paper cites GPT-4o System Card.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops GPT-4o System Card

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-05-19T09:22:16.132337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7ba3cf17-6eb7-4794-95d0-fc0b32c0cb70 · outbound

This paper cites MM-SOC: benchmarking multi- modal large language models in social media platforms.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops MM-SOC: benchmarking multi- modal large language models in social media platforms

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.273371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ef152682-d342-4768-993e-44971e804ad3 · outbound

This paper cites Sparsity turns adversarial: Energy and latency attacks on deep neural networks.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Sparsity turns adversarial: Energy and latency attacks on deep neural networks

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.271629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation abeb27dd-e8fa-43d1-84fe-7d451f0385af · outbound

This paper cites Efficiency attacks on spiking neural networks.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Efficiency attacks on spiking neural networks

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.269893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 58f77f46-4836-4b9b-a151-1f9676faa37e · outbound

This paper cites Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.267889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c95dfa54-e96d-4b96-8513-45488b7b921c · outbound

This paper cites Towards deep learning models resistant to adversarial attacks.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Towards deep learning models resistant to adversarial attacks

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.266133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fd321399-9ba6-4cae-b4b8-a7e4de1b9eea · outbound

This paper cites an unresolved cited work.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-05-19T10:13:03.264391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 097dfe95-1ad6-4b75-b5b4-0ce605958179 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 30

Resolution: metadata mismatch; local_arxiv, observed 2026-05-19T09:22:16.127061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1ade37a1-cefc-4c1f-96f1-453ff1a16180 · outbound

This paper cites Failures to find transferable image jailbreaks between vision-language models.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Failures to find transferable image jailbreaks between vision-language models

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.262662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c856a478-959a-496d-9ce0-d4fdd9d71a8e · outbound

This paper cites Phantom sponges: Exploiting non-maximum suppression to attack deep object detectors.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Phantom sponges: Exploiting non-maximum suppression to attack deep object detectors

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.260752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation edff7b17-2ec2-4144-a1ee-a6cdd127d63c · outbound

This paper cites Mullins, and Ross Anderson.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Mullins, and Ross Anderson

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.437081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cb6bf620-4f22-4b7b-ad53-19787a6e48b7 · outbound

This paper cites Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:22:16.115505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1a1f0a73-0c23-43a6-84d8-692b0d31ac76 · outbound

This paper cites Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-05-19T09:22:16.121232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9b627738-f522-4dc7-b150-e4dcda554c8f · outbound

This paper cites Energy-latency attacks to on-device neural networks via sponge poisoning.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Energy-latency attacks to on-device neural networks via sponge poisoning

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.445126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 443192d6-243b-4889-b409-da8a06264662 · outbound

This paper cites MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:22:16.102439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 88272165-ac40-4834-8aa5-872f457aa138 · outbound

This paper cites Qwen2.5 Technical Report.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Qwen2.5 Technical Report

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-05-19T09:22:16.108880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5897cfd9-3a3b-4fde-98f7-5b790fb6a15e · outbound

This paper cites Multimodal commonsense knowledge distillation for visual question answering (student abstract).

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Multimodal commonsense knowledge distillation for visual question answering (student abstract)

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.433153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fc83edb1-6650-45b7-baac-3c542629c705 · outbound

This paper cites <Image> What is the content of this image?.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops <Image> What is the content of this image?

Reference 40

Resolution: malformed identifier; raw_fallback, observed 2026-05-19T09:23:04.428656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation be5430a2-8957-4ef6-bb7b-0eee2c1ea4ef · outbound

This paper cites an unresolved cited work.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-05-19T09:23:04.418947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e0f0746b-e632-4528-af21-ccc250b8de3f · outbound

This paper cites an unresolved cited work.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-05-19T09:23:04.408057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2104fffb-4f6e-4d7b-aef7-f72dfe2c4ba6 · outbound

This paper cites an unresolved cited work.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-05-19T09:23:04.403193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c5300467-2446-420e-ae27-61973507352a · outbound

This paper cites the SD" at the bottom of the poster likely refers to.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops the SD" at the bottom of the poster likely refers to

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.414542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1d357197-d35c-4566-807d-43193ee72869 · outbound

This paper cites an unresolved cited work.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-05-19T09:23:04.827672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e2b8ff67-8d5c-47f4-8f97-966dd9ed862d · outbound

This paper cites Not Seattle.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Not Seattle

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.830736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fad34803-74da-4ffc-99a7-2dc576b74fff · outbound

This paper cites Coachella 2015.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Coachella 2015

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.815558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a7fcebf0-1faf-4458-952b-9008f65f633a · outbound

This paper cites an unresolved cited work.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-05-19T09:23:04.819410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a07c65fd-4e7c-4e43-8b4d-b89f64c50231 · outbound

This paper cites an unresolved cited work.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-05-19T09:23:04.796502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 48bac98e-b7ac-4808-999f-4367fc4418da · outbound

This paper cites Not Seattle.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Not Seattle

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.792744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4f2bd4c8-ad50-4ee4-a086-c932b3d8fba4 · outbound

This paper cites Coachella 2015.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Coachella 2015

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.800181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c6f49241-178e-49aa-831a-ec0ff7e0b496 · outbound

This paper cites Not Seattle.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Not Seattle

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.807707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e49891d9-1c20-41f5-976b-6bd7d811daba · outbound

This paper cites Not Seattle.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Not Seattle

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.282648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7a670c2c-5bb6-4b46-a798-16ae6914ec13 · outbound

This paper cites Not Seattle.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Not Seattle

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.286304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a5df8d4d-7611-4e87-b2b6-4641b2cdd29d · outbound

This paper cites Coachella 2015.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Coachella 2015

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T10:13:03.290020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 07ce7097-ace1-4a71-bd40-dae973fedc9b · outbound

This paper cites Not Seattle.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops Not Seattle

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.822847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 473f7718-96c9-408f-bfc8-0ae4b97750e9 · outbound

This paper cites - Next to the suitcase is a wicker suitcase, adding to the vintage travel theme.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops - Next to the suitcase is a wicker suitcase, adding to the vintage travel theme

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.804037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b408c405-3c32-418b-b51a-fd6632ac3601 · outbound

This paper cites California.

LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops California

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T09:23:04.811512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation 9c323f4d-a216-4647-83fb-1ecc98382195 · inbound

Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation cites this paper.

Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops

Reference 15

Resolution: metadata mismatch; local_arxiv, observed 2026-05-11T10:51:03.485687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6cd9cb21-8ef3-410c-b33e-4bfe525cb091 · inbound

VLA-Hijack: A Transferable Patch Attack against Vision-Language-Action Models via Visual Proprioception Hijacking cites this paper.

VLA-Hijack: A Transferable Patch Attack against Vision-Language-Action Models via Visual Proprioception Hijacking LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T13:03:26.146749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.