Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:13:58.320855Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2507.18631.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:13:58.320855Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 853d5b88-5b37-4838-8b8d-3928eb6c2755 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment online" 'onlinestring :=
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4ea7ce4-9aba-42c9-b50b-17e999d18e22 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment write newline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8963a37-f4d4-4fe0-a1fe-642bb77782a8 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0feb4913-2f92-4f62-b2a4-f21cdc343e30 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34d717fb-f455-4513-98da-761d3975516e · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Evaluating Large Language Models Trained on Code
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95f71dd0-a009-47e1-9b09-0a6ea0771e2b · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb39f237-eb76-4b3e-9b9e-f641630cc130 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d108daec-9c67-4b2a-95f9-5488ec0d0216 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Toward Secure Tuning: Mitigating Security Risks from Instruction Fine-Tuning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0cb59f1-cc2b-48e8-9ece-a4a3dd1880a4 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Safeguard Fine-Tuned LLMs Through Pre- and Post-Tuning Model Merging
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eab81e58-646d-4830-9ef8-64a26358ae24 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ec54ef0-dfa6-463a-a861-6c37894113b3 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21ffb058-7435-4eee-b72a-03113c0aa761 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3e89adbe-4c88-49a1-a2a2-dbf903111736 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6f82fae8-639f-4c48-80c1-85495d458c34 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31ccae20-a47e-4daa-b67b-a85a597e9050 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 184995cf-ca86-4440-a72a-559a7f391ea4 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment VLSBench: Unveiling Visual Leakage in Multimodal Safety
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd18d47d-7abf-4508-898c-8623a8408cbe · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73f76105-b10d-4c98-9208-e362b0c12fcd · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3de25048-435c-4f7c-883c-9b4a34220732 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Mistral 7B
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0600772-ae63-4681-a634-df59de2a1b78 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment PubMedQA: A Dataset for Biomedical Research Question Answering
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0525ec50-605a-4d1a-a707-e5adc41d6dce · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1f89ed07-990b-4cfc-8f93-ba7549c2b795 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment SALAD-Bench: A Hierarchical and Comprehensive Safety Benchmark for Large Language Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 155e2823-2219-4059-b2ed-1ce90deb75d9 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1827fb46-584a-4792-9e48-80aa1a195127 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 67c4c9a9-cb02-4d1c-ac31-595be8e96163 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ef3e8b43-1d09-417c-92bd-386a0cc1f3b2 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment The Llama 3 Herd of Models
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ccec216-7161-42f3-8662-6d52a06b04c7 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Le, Barret Zoph, Jason Wei, and Adam Roberts
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 63b3335f-14ac-4fd6-b0a2-446ee4ea9f79 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92a0e61a-e8a1-4e22-a4f0-894b0f6f7b7c · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f901c20c-96aa-45b4-b63b-0e2b2411d0a8 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14f144ce-bfac-4c26-a57e-291a99e6f821 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a5a84a6-a340-46a4-8c79-755e0cf8f018 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc8e3bf2-20bd-495b-b762-f8539d6ebb80 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Orca: Progressive Learning from Complex Explanation Traces of GPT-4
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ec92b30-77f1-4820-b4c2-2cdb605dc7f3 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment The Hidden Dimensions of LLM Alignment: A Multi-Dimensional Analysis of Orthogonal Safety Directions
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 963cd09d-a9a1-409b-a56d-39695c76b58e · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 171f5cbf-5b79-4229-aa8b-5396ee8de8bf · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Instruction Tuning with GPT-4
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96781a24-793d-4aca-b356-404b7ec5096d · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab883154-8edd-4b91-a4b1-73af5c88e90a · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 451dedea-7b0b-4cc8-9c59-e863dfd9534a · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Qwen2.5 Technical Report
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d49d37f8-03e6-4018-8feb-6f349ab08c85 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2888ba6a-04df-4405-b813-0250bd762f94 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 564797de-c99d-4454-b729-85aa6e7e69ba · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5e4944a2-8146-4fa9-bc7e-422ed32d7d06 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fb90d4b0-da16-44bc-bb0f-d2074f7446a6 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Hashimoto
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72a653c1-e72f-4547-8f1a-fbec0a5d1d4f · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53369d06-f6a7-46af-a47e-8343964a5297 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment DiffusionAttacker: Diffusion-Driven Prompt Manipulation for LLM Jailbreak
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59a330a3-7630-4926-a78e-eb2d59ded940 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f04d4964-7648-41d6-8fcc-161f0321a0db · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment BloombergGPT: A Large Language Model for Finance
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7aec56e-9a6d-4a00-a148-0ec82b4c2fd5 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06b08e16-65e4-416d-9cca-039eeb1a402e · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6ad2df5b-c7ae-4824-9c5c-3e0207162186 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c22a5ecc-d184-4848-8f80-e37a9ff148b5 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 500277c0-7578-402f-91d5-72864343f2d5 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 448351e1-35eb-436c-8526-e03f6041d412 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9801f925-faa7-4bbf-8d7b-df8ab9294fd2 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2f1efd34-6d5b-4aef-998c-1c6f65924b32 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment EasyJailbreak: A Unified Framework for Jailbreaking Large Language Models
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c70829f-df76-4c64-aee7-e9700c6203d7 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Safety Fine-Tuning at (Almost) No Cost: A Baseline for Vision Large Language Models
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 172b5635-ec66-430d-811f-7942b5821db1 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Representation Engineering: A Top-Down Approach to AI Transparency
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 123f864d-d679-420f-b0a0-ce10dd35ac5d · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Improving Alignment and Robustness with Circuit Breakers
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fb29fb7-df3b-42eb-953d-146c7be5fd32 · outbound
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment Universal and Transferable Adversarial Attacks on Aligned Language Models
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.