Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning | Paper Citation Record

Observation 8f26c431-fa5c-4e69-b3d2-c81c7cb0675a · outbound

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Advances in neural information processing systems , volume=

Reference 1

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This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 2

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Observation f22fdd6a-3f0b-40cf-85e0-1392b74e58ba · outbound

This paper cites Prism: A Plug-in Reproducible Infrastructure for Scalable Multimodal Continual Instruction Tuning.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Prism: A Plug-in Reproducible Infrastructure for Scalable Multimodal Continual Instruction Tuning

Reference 3

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This paper cites International Conference on Machine Learning (ICML) , year=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning International Conference on Machine Learning (ICML) , year=

Reference 4

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Findings of the Association for Computational Linguistics: ACL 2025 , pages=

Reference 5

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This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=

Reference 6

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Observation f01824c2-dca2-406f-962e-0f89ccc194eb · outbound

This paper cites Proceedings of the IEEE conference on Computer Vision and Pattern Recognition , pages=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Proceedings of the IEEE conference on Computer Vision and Pattern Recognition , pages=

Reference 7

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Proceedings of the IEEE/CVF international conference on computer vision , pages=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:14:54.098631Z

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Observation d5bcd6f7-1dc2-4de8-9bb4-00d6bf9c0a8f · outbound

This paper cites Don't Stop Learning: Towards Continual Learning for the CLIP Model.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Don't Stop Learning: Towards Continual Learning for the CLIP Model

Reference 9

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Observation 81c07d48-bf8d-42c7-ac65-fa1342f89660 · outbound

This paper cites Beyond Point-wise Neural Collapse: A Topology-Aware Hierarchical Classifier for Class-Incremental Learning.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Beyond Point-wise Neural Collapse: A Topology-Aware Hierarchical Classifier for Class-Incremental Learning

Reference 10

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Advances in Neural Information Processing Systems , volume=

Reference 11

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 12

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Advances in neural information processing systems , volume=

Reference 13

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning International conference on machine learning , pages=

Reference 14

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This paper cites ACM Computing Surveys , volume=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning ACM Computing Surveys , volume=

Reference 15

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This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 16

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning International conference on machine learning , pages=

Reference 17

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning , author=

Reference 18

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This paper cites Decoupled Weight Decay Regularization.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Decoupled Weight Decay Regularization

Reference 19

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning , author=

Reference 20

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=

Reference 21

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This paper cites ImageNet: A large-scale hierarchical image database , url=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning ImageNet: A large-scale hierarchical image database , url=

Reference 22

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This paper cites A Dataset and Baselines for Visual Question Answering on Art , url=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning A Dataset and Baselines for Visual Question Answering on Art , url=

Reference 23

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This paper cites Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering , url=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering , url=

Reference 24

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This paper cites RoadSceneVQA: Benchmarking Visual Question Answering in Roadside Perception Systems for Intelligent Transportation System , volume=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning RoadSceneVQA: Benchmarking Visual Question Answering in Roadside Perception Systems for Intelligent Transportation System , volume=

Reference 25

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Observation a83150ea-d8fc-4c8c-872d-96f84cce06c9 · outbound

This paper cites Captioning Images Taken by People Who Are Blind , url=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Captioning Images Taken by People Who Are Blind , url=

Reference 26

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This paper cites and Manning, Christopher D.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning and Manning, Christopher D

Reference 27

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Lawrence and Girshick, Ross , year=

Reference 28

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning A Diagram is Worth a Dozen Images , url=

Reference 29

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This paper cites Are You Smarter Than a Sixth Grader? Textbook Question Answering for Multimodal Machine Comprehension , url=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Are You Smarter Than a Sixth Grader? Textbook Question Answering for Multimodal Machine Comprehension , url=

Reference 30

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This paper cites and Gayen, Soumya and Ben Abacha, Asma and Demner-Fushman, Dina , year=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning and Gayen, Soumya and Ben Abacha, Asma and Demner-Fushman, Dina , year=

Reference 31

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This paper cites Slake: A Semantically-Labeled Knowledge-Enhanced Dataset For Medical Visual Question Answering , url=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Slake: A Semantically-Labeled Knowledge-Enhanced Dataset For Medical Visual Question Answering , url=

Reference 32

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This paper cites OCRBench: on the hidden mystery of OCR in large multimodal models , volume=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning OCRBench: on the hidden mystery of OCR in large multimodal models , volume=

Reference 33

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Learn to Explain: Multimodal Reasoning Via Thought Chains for Science Question Answering , url=

Reference 34

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning OK-VQA: A Visual Question Answering Benchmark Requiring External Knowledge , url=

Reference 35

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Unresolved cited work

Reference 36

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Observation ddae6eaa-6577-4606-af23-84d704c8cd04 · outbound

This paper cites an unresolved cited work.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Unresolved cited work

Reference 37

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Observation bcee227f-7884-4186-ad7b-59064ebbfc35 · outbound

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning OCR-VQA: Visual Question Answering by Reading Text in Images , url=

Reference 38

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Observation 37728eb3-842e-43e6-a744-9db3feacc9fb · outbound

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning FloodNet: A High Resolution Aerial Imagery Dataset for Post Flood Scene Understanding , volume=

Reference 39

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Observation 41929352-40ca-4ae6-9f3d-65680fe4082c · outbound

This paper cites A-OKVQA: A Benchmark for Visual Question Answering Using World Knowledge , url=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning A-OKVQA: A Benchmark for Visual Question Answering Using World Knowledge , url=

Reference 40

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Observation 9868f56d-47f2-456d-95f4-b217378db855 · outbound

This paper cites Towards VQA Models That Can Read , url=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Towards VQA Models That Can Read , url=

Reference 41

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This paper cites Chandra and Kumar, P.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Chandra and Kumar, P

Reference 42

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Observation e6fc922e-17ca-49c2-9c94-b93d018873cb · outbound

This paper cites 2020 , eprint=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning 2020 , eprint=

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:14:53.888887Z

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Observation df83db67-8b77-4115-91a2-5bbb62253996 · outbound

This paper cites Multimodal A r X iv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Multimodal A r X iv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models

Reference 44

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This paper cites The 35th Conference on Neural Information Processing Systems (NeurIPS) Track on Datasets and Benchmarks , year =.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning The 35th Conference on Neural Information Processing Systems (NeurIPS) Track on Datasets and Benchmarks , year =

Reference 45

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning International Conference on Learning Representations (ICLR) , year =

Reference 46

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Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning C hart QA : A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

Reference 47

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This paper cites 2026 , eprint=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning 2026 , eprint=

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:14:53.845333Z

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Observation 686154c0-b685-4ddb-8e6d-413d7f647473 · outbound

This paper cites From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions

Reference 49

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This paper cites 2024 , eprint=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning 2024 , eprint=

Reference 50

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Observation a73dbdfb-6f5a-42ce-844f-d62adfe7c7a3 · outbound

This paper cites arXiv preprint arXiv:2506.05453 , year=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning arXiv preprint arXiv:2506.05453 , year=

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T00:14:52.127980Z

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Observation 14d705a4-d243-4511-ad7f-19fd31e6f33e · outbound

This paper cites Nature Machine Intelligence , volume=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Nature Machine Intelligence , volume=

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T00:14:52.134461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ee2fc72-fe66-475f-bb27-46ce25d5b6ee · outbound

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

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning International conference on machine learning , pages=

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T00:14:52.141909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 459ce631-19a0-4b3a-8d0b-da6a3f5121b3 · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T00:14:52.151958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f3ba172-baaa-4665-8be6-80153133c644 · outbound

This paper cites IEEE transactions on pattern analysis and machine intelligence , volume=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning IEEE transactions on pattern analysis and machine intelligence , volume=

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:14:53.774482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9e53a492-4e9f-49a1-b122-81b260219305 · outbound

This paper cites Psychometrika , volume=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Psychometrika , volume=

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T00:14:52.164763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab9923e5-ba57-4d2d-91a0-2648cadd3b31 · outbound

This paper cites Proceedings of the 33rd ACM International Conference on Multimedia , pages=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Proceedings of the 33rd ACM International Conference on Multimedia , pages=

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T00:14:52.170577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90ac1ff5-8317-4200-8040-28d73e4d243c · outbound

This paper cites Neural Networks , pages=.

Beyond Routing Saturation: A Long-Horizon Class-Incremental Perspective on Expert Routing in Multimodal Continual Instruction Tuning Neural Networks , pages=

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T00:14:52.178100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers