Paper Citation Record · LEDGER

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs

As of 13 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 0 inbound Pith citation observations for arXiv:2608.05560.

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

pith.paper-citation-record.v1
2608.05560 v1

Coverage vector

measured 11 of 11 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T10:57:23.054665Z

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

11 of 11 outbound references displayed

verified exact0
verified fuzzy6
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 515f8a1f-55f6-4b11-a959-5695bd24a7c1 · outbound

This paper cites mentioned_hazard.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs mentioned_hazard

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:57:23.194538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c4949257-2b85-4ff1-9907-1c63cb5f64eb · outbound

This paper cites matches_level2.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs matches_level2

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:57:23.176445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2a0dff6c-063c-4268-9f13-c351fd383c7e · outbound

This paper cites Andy Zou, Zifan Wang, Nicholas Carlini, Milad Nasr, J Zico Kolter, and Matt Fredrikson.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs Andy Zou, Zifan Wang, Nicholas Carlini, Milad Nasr, J Zico Kolter, and Matt Fredrikson

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T10:57:23.035902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97393912-43fa-4788-baa3-377a8c6f638c · outbound

This paper cites mentioned_hazard.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs mentioned_hazard

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:57:23.166381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 97867339-f334-4d08-9351-18cb59b337b3 · outbound

This paper cites matches_level1.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs matches_level1

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:57:23.185710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 470b200e-cced-4b69-9239-075bb6c99762 · outbound

This paper cites matches_level2.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs matches_level2

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:57:23.156439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3e9a3e65-194f-436a-b2ea-4739dfc78a41 · outbound

This paper cites Long Ouyang, Jeffrey Wu, Xu Jiang, Diogo Almeida, Carroll Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, et al.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs Long Ouyang, Jeffrey Wu, Xu Jiang, Diogo Almeida, Carroll Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, et al

Reference 859

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:57:23.205421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 832076a7-7b7e-4022-951a-a04f9ca0be32 · outbound

This paper cites Feedback Loops With Language Models Drive In-Context Reward Hacking.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs Feedback Loops With Language Models Drive In-Context Reward Hacking

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-08T10:57:23.024600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0438bbef-a451-4d66-adca-ce5a06d72e0a · outbound

This paper cites ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems in the Wild.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems in the Wild

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T10:57:23.032246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e318aad6-84a8-4c4a-aef4-f458ec259463 · outbound

This paper cites In2024 IEEE Con- ference on Artificial Intelligence (CAI), pages 851–.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs In2024 IEEE Con- ference on Artificial Intelligence (CAI), pages 851–

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T10:57:23.017643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 164363fe-2278-4385-8e96-7be723549589 · outbound

This paper cites OpenAI GPT-5 System Card.

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs OpenAI GPT-5 System Card

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-08T10:57:23.028564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.