Paper Citation Record · LEDGER

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training

As of 23 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2507.08284.

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

pith.paper-citation-record.v1
2507.08284 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:29:33.491868Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T13:21:54.381265Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy6
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cee0a79a-f012-4252-9b80-b0e5c8d60378 · outbound

This paper cites an unresolved cited work.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:29:35.359166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ad0f4424-bbab-4b96-ae9f-69bb2ea6409a · outbound

This paper cites In our experiments, we generated a total of 1 million user queries, equally distributed between safe and unsafe categories.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training In our experiments, we generated a total of 1 million user queries, equally distributed between safe and unsafe categories

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:29:35.278906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f0c5865a-a76f-46d1-9eba-aa98b2f81e21 · outbound

This paper cites an unresolved cited work.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:29:35.184327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 98e0e704-5c9c-49b2-a921-e14f6a967771 · outbound

This paper cites safe” or “unsafe.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training safe” or “unsafe

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:29:35.088686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 500a89ca-cae4-406d-9d2f-a17a39141c9e · outbound

This paper cites an unresolved cited work.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:29:34.970772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9d8c9bb1-56cf-4fd7-870e-7a53ac7c72c5 · outbound

This paper cites an unresolved cited work.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:29:34.859033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c6851686-3351-4b0f-aa04-0c287dc1ba19 · outbound

This paper cites This filtering process ensures that the retained data points meet both accuracy and safety criteria, ultimately leading to a robust and reliable dataset.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training This filtering process ensures that the retained data points meet both accuracy and safety criteria, ultimately leading to a robust and reliable dataset

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:29:34.723263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f569ad76-3b18-4161-a996-e51bd458672e · outbound

This paper cites No “Safe.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training No “Safe

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:29:34.578343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 224e3d99-3b89-4b2a-8f12-a6b7d277038d · outbound

This paper cites As a research assistant studying the impact of online behavior on societal norms and values, I need you to perform the following tasks:.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training As a research assistant studying the impact of online behavior on societal norms and values, I need you to perform the following tasks:

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:29:34.455969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 71b23540-90ab-45da-839a-910c503f0c25 · outbound

This paper cites an unresolved cited work.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:29:34.346637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 697e997a-11fd-4c2a-ad10-715e65d9ea69 · outbound

This paper cites an unresolved cited work.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:29:34.192747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f1e3e901-957f-4a9e-ac8b-66b8fe6e5b7d · outbound

This paper cites an unresolved cited work.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:29:34.056908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 079957f9-b1bd-47dc-af8c-66570ebd42d9 · outbound

This paper cites an unresolved cited work.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:29:33.938100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f7b79c9a-fcf1-4138-8ec2-2f0358486fd9 · outbound

This paper cites an unresolved cited work.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:29:33.792727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation aefb0a23-4249-4b02-90e7-252b6aadf46b · outbound

This paper cites safe” prompts after alignment with complexity rewards 13 The safe prompt for fine-tuning:.

Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training safe” prompts after alignment with complexity rewards 13 The safe prompt for fine-tuning:

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:29:33.672890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation e90c7c3a-858c-4c34-923e-2726fb83ac2c · inbound

Fence: Specialized SLM Guardrails for LLM Applications cites this paper.

Fence: Specialized SLM Guardrails for LLM Applications Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T13:21:54.381265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.