Paper Citation Record · LEDGER

Adaptive Content Restriction for Large Language Models via Suffix Optimization

As of 7 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2508.01198.

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

pith.paper-citation-record.v1
2508.01198 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:53:58.417889Z

measured 37 of 37 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 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

37 of 37 outbound references displayed

verified exact0
verified fuzzy20
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a255568e-cf6a-4e79-aa19-71d017ef05a6 · outbound

This paper cites Direct preference optimization with an offset, 2024.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Direct preference optimization with an offset, 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.797166Z

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 62b9005d-2f1c-4fcb-9db7-95c0668ba337 · outbound

This paper cites Managing extreme ai risks amid rapid progress.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Managing extreme ai risks amid rapid progress

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.787466Z

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 0eeb9873-0e1e-404a-9666-4243f9eb9691 · outbound

This paper cites AgentPoison: Red-teaming LLM Agents via Poisoning Memory or Knowledge Bases.

Adaptive Content Restriction for Large Language Models via Suffix Optimization AgentPoison: Red-teaming LLM Agents via Poisoning Memory or Knowledge Bases

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.311875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c025a266-c4b8-4e46-9cbe-575c4eb1ba90 · outbound

This paper cites Black-box prompt optimization: Aligning large language models without model training.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Black-box prompt optimization: Aligning large language models without model training

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.777727Z

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 9fb134b9-b77c-4b99-88a6-ed8a71b8e4ee · outbound

This paper cites Gonzalez, and Ion Stoica.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Gonzalez, and Ion Stoica

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.319078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 639f54f8-1dbc-4365-a545-d667e3802223 · outbound

This paper cites Personalized autonomous driving with large language models: Field experiments, 2024.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Personalized autonomous driving with large language models: Field experiments, 2024

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.761506Z

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 5d6e4e7d-f0d4-495d-8c1f-029d5b7109fa · outbound

This paper cites COLD-Attack: Jailbreaking LLMs with Stealthiness and Controllability.

Adaptive Content Restriction for Large Language Models via Suffix Optimization COLD-Attack: Jailbreaking LLMs with Stealthiness and Controllability

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.325167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf874372-5af8-422f-a596-7c4a1de6b09b · outbound

This paper cites an unresolved cited work.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.328253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caccfccb-4a58-4377-ac01-e21e99f6589f · outbound

This paper cites Llama guard: Llm-based input-output safeguard for human-ai conversations, 2023.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Llama guard: Llm-based input-output safeguard for human-ai conversations, 2023

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.330990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 254fabb8-4865-4f42-a0c7-3607ceca1b58 · outbound

This paper cites Aligner: Efficient alignment by learning to correct.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Aligner: Efficient alignment by learning to correct

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.738139Z

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 0a5af367-8989-42e0-b95f-f870fd322707 · outbound

This paper cites Beavertails: Towards improved safety alignment of llm via a human-preference dataset.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Beavertails: Towards improved safety alignment of llm via a human-preference dataset

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.336411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6792d18e-31cf-4245-b6b5-a0340d8f1b37 · outbound

This paper cites ArtPrompt: ASCII art-based jailbreak attacks against aligned LLMs.

Adaptive Content Restriction for Large Language Models via Suffix Optimization ArtPrompt: ASCII art-based jailbreak attacks against aligned LLMs

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.721738Z

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 87cb72c9-fb0f-4dbe-a9a1-faac8235d6d6 · outbound

This paper cites Exploiting programmatic behavior of llms: Dual-use through standard security attacks, 2023.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Exploiting programmatic behavior of llms: Dual-use through standard security attacks, 2023

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.711980Z

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 01a0837a-e468-409e-83fc-ca99f24c7a0e · outbound

This paper cites Tran, Yi Tay, Jeffrey Sorensen, Jai Gupta, Donald Metzler, and Lucy Vasserman.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Tran, Yi Tay, Jeffrey Sorensen, Jai Gupta, Donald Metzler, and Lucy Vasserman

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.702312Z

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 78b0344c-e9fa-474c-9c88-07f9107360b9 · outbound

This paper cites The power of scale for parameter-efficient prompt tuning.

Adaptive Content Restriction for Large Language Models via Suffix Optimization The power of scale for parameter-efficient prompt tuning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.348385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9c55de9-1b6b-4ebf-9913-f5c646bc5ade · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.351106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfd8cfef-ab85-4ee1-a1f6-41f3e54c1b7f · outbound

This paper cites AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models.

Adaptive Content Restriction for Large Language Models via Suffix Optimization AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.354035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5009e84-fafd-46a1-8680-1894bd7b229f · outbound

This paper cites Neurologic decoding:(un) supervised neural text generation with predicate logic constraints.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Neurologic decoding:(un) supervised neural text generation with predicate logic constraints

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.685652Z

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 93010d6c-be5f-4222-aef2-0e06fd9dd07b · outbound

This paper cites A holistic approach to undesired content detection in the real world.

Adaptive Content Restriction for Large Language Models via Suffix Optimization A holistic approach to undesired content detection in the real world

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.675865Z

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 15331cf2-aec7-49d7-b018-b974583828ed · outbound

This paper cites Training language models to follow instructions with human feedback.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Training language models to follow instructions with human feedback

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.362652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27502ab2-f932-4328-8ac7-d65dcb87c4d9 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Direct preference optimization: Your language model is secretly a reward model

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.365496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 914c76dc-d55a-41a1-9654-232a40da11bf · outbound

This paper cites NeMo guardrails: A toolkit for controllable and safe LLM applications with pro- grammable rails.

Adaptive Content Restriction for Large Language Models via Suffix Optimization NeMo guardrails: A toolkit for controllable and safe LLM applications with pro- grammable rails

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.654017Z

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 39e23c56-9a18-4e34-9acb-db5be13c4fb2 · outbound

This paper cites an unresolved cited work.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:53:58.643605Z

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 be8f3312-ae15-445e-abdf-31fbbec7e130 · outbound

This paper cites AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts.

Adaptive Content Restriction for Large Language Models via Suffix Optimization AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.373639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a144648-f16b-4c44-b81c-018cc7e4d005 · outbound

This paper cites Preference ranking optimization for human alignment.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Preference ranking optimization for human alignment

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.634574Z

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 d231f7a6-788b-4adc-a010-01a6005f35c0 · outbound

This paper cites Towards conversational diagnostic ai, 2024.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Towards conversational diagnostic ai, 2024

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.624249Z

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 20bb6b8e-bbe3-433c-94f0-a9667b2e157e · outbound

This paper cites Decodingtrust: A comprehensive assess- ment of trustworthiness in gpt models.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Decodingtrust: A comprehensive assess- ment of trustworthiness in gpt models

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.613778Z

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 744e59a1-0b1c-4bd1-bf20-46afe61aeded · outbound

This paper cites Minilm: Deep self-attention distillation for task-agnostic compression of pre-trained transformers.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Minilm: Deep self-attention distillation for task-agnostic compression of pre-trained transformers

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.602734Z

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 ae94e41d-022b-4bb1-83c7-6fda7264aaa4 · outbound

This paper cites Badchain: Backdoor chain-of-thought prompting for large language models.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Badchain: Backdoor chain-of-thought prompting for large language models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.389404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4a2f988-defa-42d3-9e99-865e089f1270 · outbound

This paper cites Guardagent: Safeguard llm agents by a guard agent via knowledge-enabled reasoning, 2024.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Guardagent: Safeguard llm agents by a guard agent via knowledge-enabled reasoning, 2024

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.584513Z

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 1b32f916-a8f3-4514-a979-f29fc49d734b · outbound

This paper cites Suchow, and Khaldoun Khashanah.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Suchow, and Khaldoun Khashanah

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.574972Z

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 d894a568-24f9-4d87-b5b3-f4d28b0364b5 · outbound

This paper cites Rigorllm: Resilient guardrails for large language models against undesired content.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Rigorllm: Resilient guardrails for large language models against undesired content

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.565194Z

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 eb4fbc65-fe66-4119-ab06-05984bea6b7d · outbound

This paper cites TextGrad: Automatic "Differentiation" via Text.

Adaptive Content Restriction for Large Language Models via Suffix Optimization TextGrad: Automatic "Differentiation" via Text

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.403965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e35b0b0b-4a3b-473d-8912-ae49feffb892 · outbound

This paper cites GPT-4V(ision) is a Generalist Web Agent, if Grounded.

Adaptive Content Restriction for Large Language Models via Suffix Optimization GPT-4V(ision) is a Generalist Web Agent, if Grounded

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.407931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4c0f6d5-16e1-4545-bf2b-d7c2395d8a2d · outbound

This paper cites On prompt-driven safeguarding for large language models.

Adaptive Content Restriction for Large Language Models via Suffix Optimization On prompt-driven safeguarding for large language models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.555455Z

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 65597223-7de1-4090-aef7-0ffb4a93d818 · outbound

This paper cites Gonzalez, and Ion Stoica.

Adaptive Content Restriction for Large Language Models via Suffix Optimization Gonzalez, and Ion Stoica

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:53:58.542931Z

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 63eef6ee-9127-41be-a63b-b15d1a0cda18 · outbound

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

Adaptive Content Restriction for Large Language Models via Suffix Optimization Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T05:53:58.417889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.