Paper Citation Record · LEDGER

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models

As of 20 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.09227.

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

pith.paper-citation-record.v1
2608.09227 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:17:29.545442Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

38 of 38 outbound references displayed

verified exact0
verified fuzzy5
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8c19715a-07e0-4240-9dc4-960206a348a5 · outbound

This paper cites Aho and Jeffrey D.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Aho and Jeffrey D

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.619609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c5493c6-4718-448a-b60b-a5acd5fcc214 · outbound

This paper cites an unresolved cited work.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.645968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1d8faca-6b0e-4b99-8469-1a6568646c4e · outbound

This paper cites Chandra and Dexter C.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Chandra and Dexter C

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.684840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73ca573f-aeb6-4e17-92ce-a50dfc0145d8 · outbound

This paper cites Scalable training of.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Scalable training of

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.734898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4608ebc-0a03-4f97-ad23-2e6b39bb2630 · outbound

This paper cites an unresolved cited work.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.767379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77947694-abe1-40b9-8ecf-d6bce7c6ea41 · outbound

This paper cites Tetreault , title =.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Tetreault , title =

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.778141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41ef15e7-7bb8-479f-82c8-710d674f6d28 · outbound

This paper cites A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.791494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f7b7e6a-5201-4972-a9db-4ce8db9de6fa · outbound

This paper cites International conference on machine learning , pages=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models International conference on machine learning , pages=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.804867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b350c71-a136-4d82-b474-1024e86eeecb · outbound

This paper cites O-MARC: Omni Memory-Augmented Compression Distillation for Efficient Video Understanding.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models O-MARC: Omni Memory-Augmented Compression Distillation for Efficient Video Understanding

Reference 9

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T21:17:31.075331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 87520c25-005f-4c6c-930a-de92885dd005 · outbound

This paper cites WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.835255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31a505f0-2d4b-4839-a511-60dfd92688b8 · outbound

This paper cites arXiv preprint arXiv:2510.10689 , year=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models arXiv preprint arXiv:2510.10689 , year=

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.860145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2464aa8a-a315-4d6d-b5a1-e2dc9c25d46a · outbound

This paper cites arXiv preprint arXiv:2505.17862 , year=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models arXiv preprint arXiv:2505.17862 , year=

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.888304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36d05f9e-04ea-442c-a96c-e3b78aa0df9b · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2025 , pages=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Findings of the Association for Computational Linguistics: ACL 2025 , pages=

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:17:31.809678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 146d6b89-6fbd-403c-b4d7-d11492b2e7e8 · outbound

This paper cites OmniZip: Audio-Guided Dynamic Token Compression for Fast Omnimodal Large Language Models.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models OmniZip: Audio-Guided Dynamic Token Compression for Fast Omnimodal Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.918172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33893307-6dbf-4bfe-90c2-e776327d3458 · outbound

This paper cites IEEE Transactions on Pattern Analysis and Machine Intelligence , volume=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models IEEE Transactions on Pattern Analysis and Machine Intelligence , volume=

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:17:31.658806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6cd4bfe6-6074-472e-8c30-9139c5b62001 · outbound

This paper cites Token Merging: Your ViT But Faster.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Token Merging: Your ViT But Faster

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.952753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c83f652-eb3a-4329-9288-186ad574435d · outbound

This paper cites European Conference on Computer Vision , pages=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models European Conference on Computer Vision , pages=

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:28.994766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b347e468-38d8-4dfb-9bc5-62f4bd267c4b · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.036515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation becc252f-2843-4ead-8b5b-76c959d2a01f · outbound

This paper cites Qwen3-Omni Technical Report.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Qwen3-Omni Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.054080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d32bdd68-c786-4a04-8746-b6ba816b6d54 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Advances in Neural Information Processing Systems , volume=

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:17:31.500141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a4d55725-5fb1-4bbe-a4f5-56ad263a9254 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.094754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af1dc68e-25dc-4bbc-8924-4e5e148959be · outbound

This paper cites Advances in neural information processing systems , volume=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Advances in neural information processing systems , volume=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.129948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0afd9a1a-908a-4af6-86e9-0a55658c897b · outbound

This paper cites Lost in the Middle: How Language Models Use Long Contexts.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Lost in the Middle: How Language Models Use Long Contexts

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.142244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0019f5ea-a61e-47f6-95f5-fbb2c5e92bf9 · outbound

This paper cites Proceedings of the European conference on computer vision (ECCV) , pages=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Proceedings of the European conference on computer vision (ECCV) , pages=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.184756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3b3678d-3a67-4bcb-b9a6-d85ca2dffb1e · outbound

This paper cites Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:17:31.378363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3372bef2-30f6-4785-901a-2de8f1696440 · outbound

This paper cites , author=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models , author=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.254896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39a78bd7-2502-4296-be39-5cda62c839f7 · outbound

This paper cites International conference on learning representations , year=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models International conference on learning representations , year=

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.287354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2740c45-4966-49a2-914d-62a534ecdea6 · outbound

This paper cites Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.314137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47bc38a4-2a65-457d-aaee-3543d74768ff · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.344780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43d494a3-de97-4647-b7dc-a385d36c7cd0 · outbound

This paper cites International conference on machine learning , pages=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models International conference on machine learning , pages=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.368426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d9bec3c-2528-45e1-99c6-2e3acd7b0e05 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Proximal Policy Optimization Algorithms

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.376457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 959ee15d-1d34-479f-8cf5-21dbad58897c · outbound

This paper cites arXiv preprint arXiv:2602.15902 , year=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models arXiv preprint arXiv:2602.15902 , year=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.396328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10f4f9dc-90eb-493b-b22c-06fae209c297 · outbound

This paper cites Context Distillation as Latent Memory Management.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Context Distillation as Latent Memory Management

Reference 33

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T21:17:29.807770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8bc6e4d5-7963-4d2f-a323-6a041a09d136 · outbound

This paper cites How LoRA Remembers? A Parametric Memory Law for LLM Finetuning.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models How LoRA Remembers? A Parametric Memory Law for LLM Finetuning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.454868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a40c33dd-1c66-4d0e-a2c9-4597372eee18 · outbound

This paper cites Understanding LoRA as Knowledge Memory: An Empirical Analysis.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Understanding LoRA as Knowledge Memory: An Empirical Analysis

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.504744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a411251c-ae7c-42a5-9bc1-420c61e88c76 · outbound

This paper cites Frames2LoRA: Parametric Video Internalization for Vision-Language Models.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Frames2LoRA: Parametric Video Internalization for Vision-Language Models

Reference 36

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T21:17:29.636342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation af3886ab-abfc-491d-8e22-6a0d8187bc64 · outbound

This paper cites an unresolved cited work.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T21:17:29.532407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b23693f6-f55a-4375-812b-2245f6a06aa6 · outbound

This paper cites Proceedings of the Computer Vision and Pattern Recognition Conference , pages=.

Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models Proceedings of the Computer Vision and Pattern Recognition Conference , pages=

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:17:31.208027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.