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Paper Citation Record · LEDGER

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs

As of 17 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2506.18943.

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

pith.paper-citation-record.v1
2506.18943 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:59:54.479464Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:49:23.036122Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T17:49:23.122988Z

Reference resolution

34 of 34 outbound references displayed

  • verified exact3
  • verified fuzzy24
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 83e77ce7-433e-4c85-abe8-522efff55643 · outbound

This paper cites FNet: Mixing Tokens with Fourier Transforms,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs FNet: Mixing Tokens with Fourier Transforms,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:55.045651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.300008Z digest=sha256:7eb810e1b5bb6191511b474d3c68b362c52b8595b8f669a9c99c25ab7f328e69

Observation 7d16a85f-5758-43b4-865e-b6ca7fc52337 · outbound

This paper cites Global Filter Networks for Image Classification,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Global Filter Networks for Image Classification,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:55.031044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.306044Z digest=sha256:d41345964318a8fde6f9e0ff28414304932e2232a6c84868100c5de10f0e2f7d

Observation 75045fd8-a210-46db-8aa0-e195edeffc89 · outbound

This paper cites Spectral Dictionary Learning for Generative Image Modeling.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Spectral Dictionary Learning for Generative Image Modeling

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-15T18:59:54.680736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.310885Z digest=sha256:09b5327047160c848b99bf3fd11f87acc422a13e2d03ed10641fbd8f7d028372

Observation 8de41b4a-2f0b-466a-82e4-97488771f3d1 · outbound

This paper cites From Attention to Atoms: Spectral Dictionary Learning for Fast, Interpretable Language Models.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs From Attention to Atoms: Spectral Dictionary Learning for Fast, Interpretable Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T18:59:54.316276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:59:54.316276Z digest=sha256:110f28512cd84aaebf9a5c2f1d5f895812602b24f4dbf9da04ba27334120e41f

Observation ebc0e09d-eebc-4d07-bae4-6eb39d826f7c · outbound

This paper cites Graph Laplacian Wavelet Transformer via Learnable Spectral Decomposition.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Graph Laplacian Wavelet Transformer via Learnable Spectral Decomposition

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-15T18:59:54.642057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.322245Z digest=sha256:f75dbc22f078830c88885a167acd0b8d175b35677f8166c204e9ebf63a7115cf

Observation 88fa8743-d8cd-4064-91c9-69feb4b945f1 · outbound

This paper cites Flamingo: a Visual Language Model for Few-Shot Learning.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Flamingo: a Visual Language Model for Few-Shot Learning

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T18:59:54.327386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:59:54.327386Z digest=sha256:5aa8445b1a26c0a2c400d68c6a55b3795171eff7c3a1033c747a3f219631ce05

Observation 25a9871c-815d-4513-867f-4658b15a3ce7 · outbound

This paper cites BLIP-2: Bootstrapping Language-Image Pre-training,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs BLIP-2: Bootstrapping Language-Image Pre-training,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:55.015224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.333853Z digest=sha256:b142855945f50106bdbbef82d531fc84ceaed8b9c16cdc1dfab9b5bf0362e99b

Observation 579e83de-05a9-4ea4-bd85-97c9bf19cca7 · outbound

This paper cites PaLI-3 Vision Language Models: Smaller, Faster, Stronger.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs PaLI-3 Vision Language Models: Smaller, Faster, Stronger

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T18:59:54.338478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:59:54.338478Z digest=sha256:e0b73e7a03267ad597d0f8eb51f435ad68cca32184a07e3cf74c0e013e6dcf63

Observation e90e6bdd-ae7d-45de-ae53-1fb42c056a0f · outbound

This paper cites Kosmos-2: Grounding Multimodal Large Language Models to the World.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Kosmos-2: Grounding Multimodal Large Language Models to the World

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T18:59:54.343392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:59:54.343392Z digest=sha256:62d194e9a0b74fc40c85ae0f6c82f5d2834c26b9399b6e35a8cfd927e80d5115

Observation 21df4683-9ac1-4641-8a1c-f79e3c59a098 · outbound

This paper cites IDEFICS: An Open Reproduction of SOTA Visual Language Models,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs IDEFICS: An Open Reproduction of SOTA Visual Language Models,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.999632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.348059Z digest=sha256:6b0f235f09c5b9d83c5c3415d0c57aa389dbd7f851bc70cbd35581e1ce7c96a4

Observation 7eb56804-f248-456b-a385-cce47cba98f1 · outbound

This paper cites Available athttps://chat.openai.com.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Available athttps://chat.openai.com

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.984508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.352580Z digest=sha256:9a20839f4daa9ca0a85ad5e8f5cf052d55afd2b595956f35b00d66e82bd6d0bf

Observation 4a343b39-4bd2-4656-a66f-bf5c562979ba · outbound

This paper cites Gemini 1.5: Next-Generation Model,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Gemini 1.5: Next-Generation Model,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.970607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.357723Z digest=sha256:bc140aad765c73cf66e35e8575adff12c5429f0efa92b5d967ef3324a7969465

Observation 7b008e6b-cc91-4ecb-bc86-1d1ae3d416b7 · outbound

This paper cites Improved Baselines with Visual Instruction Tuning.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Improved Baselines with Visual Instruction Tuning

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-15T18:59:54.362384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:59:54.362384Z digest=sha256:dbeb611252729de282f4a54388a2887dc3370a7d443af020c72e0e50212618fd

Observation 6bac2bef-fa3e-4245-bb43-605d36f35b64 · outbound

This paper cites Learning Transferable Visual Models From Natural-Language Supervision,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Learning Transferable Visual Models From Natural-Language Supervision,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.956421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 236d7c10-0eb6-45d6-b4ff-64afcda12917 · outbound

This paper cites An Image Is Worth 16×16 Words: Transformers for Image Recognition at Scale,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs An Image Is Worth 16×16 Words: Transformers for Image Recognition at Scale,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.940591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.372446Z digest=sha256:b6764872e924e98c58b904ed0f2baadce2e1cfe1e660f68267382e80c83ef129

Observation af44fb27-234f-474f-9540-108ae66e4016 · outbound

This paper cites Swin Transformer: Hierarchical Vision Transformer Using Shifted Windows,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Swin Transformer: Hierarchical Vision Transformer Using Shifted Windows,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.926407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation dff65276-817f-42af-be24-2cb4d49dc5d0 · outbound

This paper cites Rethinking Attention With Performers,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Rethinking Attention With Performers,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.911717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 1e38e81f-bdb6-4173-b5c0-1e9acfa1f0f1 · outbound

This paper cites Perceiver IO: A General Architecture for Structured Inputs & Outputs,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Perceiver IO: A General Architecture for Structured Inputs & Outputs,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.897372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.392083Z digest=sha256:17fb1736f358a7fe6c16069d0f4f20cb35f426dd3484ae13dae4e448710a4087

Observation 3ef876bb-b5fd-461a-8036-b87abe19abe9 · outbound

This paper cites ALIGN: Large-Scale Image–Language Pre-training,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs ALIGN: Large-Scale Image–Language Pre-training,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.882352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.396537Z digest=sha256:371798496f0ab38cc8dc097cea14326f510e47258b69d0cb05d7887d2a2db05f

Observation c5790489-e508-41fc-a7ec-c9e4f0968bc5 · outbound

This paper cites OSCAR: Object-Semantics Aligned Pre-training for Vision–Language Tasks,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs OSCAR: Object-Semantics Aligned Pre-training for Vision–Language Tasks,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.867689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.401847Z digest=sha256:b3de4dff074d4b740dc381f6f9318f0ea17f9ce0c3370d6d65253cb1ea9123bc

Observation 803549c8-b387-491e-a7f5-d2d4e8dce3e0 · outbound

This paper cites ALBEF: Align Before Fuse for Multimodal Learning,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs ALBEF: Align Before Fuse for Multimodal Learning,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.852050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation a839fb16-c573-46c2-8dff-8f67f01d5abb · outbound

This paper cites OFA: Unifying Architectures, Tasks, and Modali- ties Through a Simple Sequence-to-Sequence Learning Framework,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs OFA: Unifying Architectures, Tasks, and Modali- ties Through a Simple Sequence-to-Sequence Learning Framework,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.836738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.411562Z digest=sha256:2445b2b0052b8df6a81947065e0996744a417de32c58e217d9034eee779cdab0

Observation 6a0a4c7c-daa6-4714-9672-96b4967dbd7e · outbound

This paper cites Hyena Hierarchy: Towards Larger Convolutional Language Models,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Hyena Hierarchy: Towards Larger Convolutional Language Models,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.806508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.421701Z digest=sha256:18757451e2642b98d1d7983e2cd8d51bfb64d73011a4b880785cccdb6a4202d7

Observation e0227cd3-5ad4-4d52-af97-7b397d312f16 · outbound

This paper cites A Wavelet Tour of Signal Processing,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs A Wavelet Tour of Signal Processing,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.791267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.426830Z digest=sha256:282ff758cf657bbfe1510157e6a3b836feffc9c64b7a956c44e9256add882ea5

Observation 8ceaa30d-da6e-4771-9db5-07cc88037579 · outbound

This paper cites Reducing Deep Network Complexity via Sparse Hierarchical Fourier Interaction Networks.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Reducing Deep Network Complexity via Sparse Hierarchical Fourier Interaction Networks

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-15T18:59:54.541228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.437086Z digest=sha256:b279445c16910c7de9b0f7e39ebfcd074f225818e6c1b441e7dd02f534c2695f

Observation 5a5f00c3-4802-45ec-b70f-2f810aa68120 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs RoFormer: Enhanced Transformer with Rotary Position Embedding,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.777105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.441807Z digest=sha256:9e8e7a1d846c89f7a6ac3fd1dc551ef84b179b927e80a93d4644290c1c36d49b

Observation b44835db-5ebc-4b3a-afb4-1a605d9114e5 · outbound

This paper cites Online Learning for Matrix Factorization and Sparse Coding,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Online Learning for Matrix Factorization and Sparse Coding,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.760349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.446856Z digest=sha256:d6d672224ce8a9a5a400c014923216a690229b4c3dc7369c26698b09d05df505

Observation 59f45ec6-461f-487f-b296-972682f892c6 · outbound

This paper cites Linformer: Self-Attention with Linear Complexity.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Linformer: Self-Attention with Linear Complexity

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T18:59:54.451394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:59:54.451394Z digest=sha256:02aec692f04bff7f28a09e276b9fdf3d7bc63516eb7fa6e04c945072e9ba2a3b

Observation 445a6ed5-3f13-498d-ba32-50a6b639d5e6 · outbound

This paper cites FFCN: Fourier Fully Convolutional Networks for Semantic Segmenta- tion,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs FFCN: Fourier Fully Convolutional Networks for Semantic Segmenta- tion,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.743887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.455675Z digest=sha256:f2b50d1b188b52f22c9d19c48d7ed1e7c4c17e1d6a87d26ae4e9c5defb9eb43d

Observation ee53314f-32e4-46f4-8e95-395b34e3de2c · outbound

This paper cites Fourier Neural Operator for Parametric PDEs,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Fourier Neural Operator for Parametric PDEs,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.728151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.460315Z digest=sha256:eaa694983834b84063434f22eed2cb9dfef5a0d74b6225d775a0b752035c48ff

Observation 5851d4ef-10c5-4d41-8e7f-591c2dc13c94 · outbound

This paper cites SpectFormer: Frequency and Channel Dynamic Spectrum Filtering Trans- former,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs SpectFormer: Frequency and Channel Dynamic Spectrum Filtering Trans- former,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.712005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.465029Z digest=sha256:0bf6cf1151e5b3caa2f060ec85c5fdbef2dbd4246e49cf23a8606e01027f7619

Observation 3b945b18-6bb0-45d3-b7cf-ecb23ea8b9fa · outbound

This paper cites Efficiently Modeling Long Sequences with Structured State Spaces,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Efficiently Modeling Long Sequences with Structured State Spaces,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.821055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.470123Z digest=sha256:dba775a70b3e83b3b766399d704665c6d097eee208802360cb5f8d744a54e7aa

Observation 8f261604-0020-4233-bd55-d057cfe70010 · outbound

This paper cites Hyena Hierarchy: Towards Larger Convolutional Language Models,.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Hyena Hierarchy: Towards Larger Convolutional Language Models,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:59:54.696087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:59:54.474334Z digest=sha256:c4d4401830a5f800eea5d2578c580b626d6bd64211807e0cdc0cd105f8e378cd

Observation 8b849517-60e3-4cd0-8061-84823b7df263 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T18:59:54.479464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:59:54.479464Z digest=sha256:98aca7afcab792387597cb76d1fe22e0c3064006dfe30ecb585797d0e3f7116d

Pith citing papers

Observation bb6ee6ca-dd58-46ae-99a5-23b3e4818317 · inbound

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning cites this paper.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-15T17:49:23.129504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:49:23.036122Z digest=sha256:1d704c7a665e088ab9a4e0a8da156c1f2d52e97106a9b85d9541153b06d848cc