Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T21:06:54.953081Z
Paper Citation Record · LEDGER
Enhancing LLM Agent Safety via Causal Influence Prompting
As of 22 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2507.00979.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T01:01:38.141860Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T01:01:40.290388Z
Reference resolution
30 of 30 outbound references displayed
- verified exact0
- verified fuzzy17
- unresolved13
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e7d1f718-3678-4a0b-aaeb-be13b0ce8c23 · outbound
This paper cites an unresolved cited work.
Enhancing LLM Agent Safety via Causal Influence Prompting Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:06:55.229812Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0be78b33-62f4-4b12-9259-fd282a83482f · outbound
This paper cites InProceedings of the 16th ACM Workshop on Artificial Intelligence and Secu- rity, pages 79–90.
Enhancing LLM Agent Safety via Causal Influence Prompting InProceedings of the 16th ACM Workshop on Artificial Intelligence and Secu- rity, pages 79–90
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.239110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5bce3eff-c933-4ab9-a5dd-f897b8b33789 · outbound
This paper cites Nodes should be concrete and clearly defined.
Enhancing LLM Agent Safety via Causal Influence Prompting Nodes should be concrete and clearly defined
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.212782Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 82d8ae7e-a8ad-4049-88db-b6260ce828b8 · outbound
This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.
Enhancing LLM Agent Safety via Causal Influence Prompting SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:06:54.855847Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d15baaba-7741-4d6a-a7f6-190ee3915815 · outbound
This paper cites AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents.
Enhancing LLM Agent Safety via Causal Influence Prompting AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:06:54.859529Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d409b801-d473-4309-b495-82f304f14bac · outbound
This paper cites The task may not contain any risks.
Enhancing LLM Agent Safety via Causal Influence Prompting The task may not contain any risks
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.221379Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5147f9ed-2ea5-4255-9355-6feb65662edd · outbound
This paper cites an unresolved cited work.
Enhancing LLM Agent Safety via Causal Influence Prompting Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:06:55.203738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6141aafe-7be1-473f-8783-12463f8b9a4d · outbound
This paper cites User Instruction.
Enhancing LLM Agent Safety via Causal Influence Prompting User Instruction
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.194934Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2fd0ab3c-f7af-4e35-b0fe-5ad00c8c398b · outbound
This paper cites an unresolved cited work.
Enhancing LLM Agent Safety via Causal Influence Prompting Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:06:55.186535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 97b91591-ddf3-48b4-87e1-36047dbed85c · outbound
This paper cites an unresolved cited work.
Enhancing LLM Agent Safety via Causal Influence Prompting Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:06:55.178580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5b344703-f422-415e-b72e-8a865e08b0a9 · outbound
This paper cites - Perform refinement to contain the necessary information based on following rules:.
Enhancing LLM Agent Safety via Causal Influence Prompting - Perform refinement to contain the necessary information based on following rules:
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.169895Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 51a32c2c-34b4-4502-9513-606b2fd227e5 · outbound
This paper cites an unresolved cited work.
Enhancing LLM Agent Safety via Causal Influence Prompting Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:06:55.160908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8e9a7222-4961-4bc1-8eba-e169694810c3 · outbound
This paper cites an unresolved cited work.
Enhancing LLM Agent Safety via Causal Influence Prompting Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:06:55.152468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a1ed2290-23bd-40e3-8d32-86dba2cb71c2 · outbound
This paper cites an unresolved cited work.
Enhancing LLM Agent Safety via Causal Influence Prompting Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:06:55.143908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation aa4bac3f-d173-411c-9854-dd476813a38b · outbound
This paper cites I just started the task. I need to plan about what I will do.
Enhancing LLM Agent Safety via Causal Influence Prompting I just started the task. I need to plan about what I will do
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.134599Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 86fb206e-dce5-485c-88fd-d576cc20ad21 · outbound
This paper cites Act: finish **Remember**: You should take only one of the 4 actions in each turn, and answer exactly in the format above.
Enhancing LLM Agent Safety via Causal Influence Prompting Act: finish **Remember**: You should take only one of the 4 actions in each turn, and answer exactly in the format above
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.097303Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3fb18351-b988-4cbe-bc5f-fe66e1e43084 · outbound
This paper cites Act: execute ```only bash or python # put the codes here ```.
Enhancing LLM Agent Safety via Causal Influence Prompting Act: execute ```only bash or python # put the codes here ```
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.125133Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9d118470-9084-4268-ac8f-7a55fa31a81d · outbound
This paper cites Act: write ```only bash or python # put the codes here ```.
Enhancing LLM Agent Safety via Causal Influence Prompting Act: write ```only bash or python # put the codes here ```
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.116108Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 86272890-116d-4cc4-b818-5f076d3c90a0 · outbound
This paper cites Act: reject.
Enhancing LLM Agent Safety via Causal Influence Prompting Act: reject
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.107024Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0cbfe418-26b2-4c1d-af9e-01be9b3f4a1d · outbound
This paper cites Act: finish 19 **Remember**: You should take only one of the 4 actions in each turn, and answer exactly in the format above.
Enhancing LLM Agent Safety via Causal Influence Prompting Act: finish 19 **Remember**: You should take only one of the 4 actions in each turn, and answer exactly in the format above
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.087871Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3abe44b3-f66d-4679-b9b4-5c6add7c27b3 · outbound
This paper cites Ensure your reasoning includes Node Identification, Helpfulness, and Safety based on the given CID.
Enhancing LLM Agent Safety via Causal Influence Prompting Ensure your reasoning includes Node Identification, Helpfulness, and Safety based on the given CID
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.078660Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9b2627ef-5aea-442c-9c33-79dc8588eecf · outbound
This paper cites Ensure your reasoning includes Node Identification, Helpfulness, and Safety based on the given CID.
Enhancing LLM Agent Safety via Causal Influence Prompting Ensure your reasoning includes Node Identification, Helpfulness, and Safety based on the given CID
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.069352Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 983c22f2-5ec3-4648-8c48-5442ce7cb439 · outbound
This paper cites Ensure your reasoning includes Node Identification, Helpfulness, and Safety based on the given CID.
Enhancing LLM Agent Safety via Causal Influence Prompting Ensure your reasoning includes Node Identification, Helpfulness, and Safety based on the given CID
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.059974Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5adaf6db-5fb3-4474-9dda-e007d5b9f530 · outbound
This paper cites Ensure your reasoning includes Node Identification, Helpfulness, and Safety based on the given CID.
Enhancing LLM Agent Safety via Causal Influence Prompting Ensure your reasoning includes Node Identification, Helpfulness, and Safety based on the given CID
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.050733Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation de1902b1-a57f-4305-8d42-9f755e7e69d9 · outbound
This paper cites an unresolved cited work.
Enhancing LLM Agent Safety via Causal Influence Prompting Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:06:55.041554Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7d3fea22-c9c1-4540-a782-8834c71e097c · outbound
This paper cites - Safety: Identify potential risks from the CID and ensure the selected action prevent these risks.
Enhancing LLM Agent Safety via Causal Influence Prompting - Safety: Identify potential risks from the CID and ensure the selected action prevent these risks
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.032674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 37bb5fd9-d81d-4ae0-b042-eae4a9e82eb0 · outbound
This paper cites I”. </rule> <rule> Never ever use phrases like “I can’t assist with that.
Enhancing LLM Agent Safety via Causal Influence Prompting I”. </rule> <rule> Never ever use phrases like “I can’t assist with that
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T21:06:55.022977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 05c50f3a-479a-4bf1-8854-926c8b6f34b1 · outbound
This paper cites Robust agents learn causal world models.
Enhancing LLM Agent Safety via Causal Influence Prompting Robust agents learn causal world models
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:06:54.862967Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9e097b5-2808-4588-b28c-c23690e3e36e · outbound
This paper cites Talk like a Graph: Encoding Graphs for Large Language Models.
Enhancing LLM Agent Safety via Causal Influence Prompting Talk like a Graph: Encoding Graphs for Large Language Models
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:06:54.843692Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9690cfd-44b1-4fef-9248-8708558bf013 · outbound
This paper cites RedCode: Risky Code Execution and Generation Benchmark for Code Agents.
Enhancing LLM Agent Safety via Causal Influence Prompting RedCode: Risky Code Execution and Generation Benchmark for Code Agents
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:06:54.851170Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 8507fbf6-4904-41cc-ba87-804fd5cd7555 · inbound
Galaxy: A Cognition-Centered Framework for Proactive, Privacy-Preserving, and Self-Evolving LLM Agents cites this paper.
Galaxy: A Cognition-Centered Framework for Proactive, Privacy-Preserving, and Self-Evolving LLM Agents Enhancing LLM Agent Safety via Causal Influence Prompting
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T01:01:40.339519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.