Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:36:51.361018Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2608.06486.
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 2026-08-15T14:36:51.361018Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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
18 of 18 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f4a72d73-b7ea-4211-a8de-9be82bb71b6b · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Towards better understanding of gradient-based attribution methods for Deep Neural Networks
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24ed0be4-03d4-4b56-ac64-00b8f87f22a6 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer McIver, Kelsey N
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b38737b4-b9e9-4540-a78d-c731b9b4c308 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer scGPT: toward building a foundation model for single-cell multi-omics using generative AI.Nature Meth- ods, 21:1470–1480, 2024
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9400bef7-c90f-44da-a54c-cd91928db76d · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Bert: Pre-training of deep bidi- rectional transformers for language understanding
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0154ec32-b479-4901-b847-fc453db83924 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Revisiting deep learning models for tabular data
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1e7738d1-e4ca-4869-b50f-3d588aba7299 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Attention is not Explanation
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c34ec0e-9c08-4f5e-bb42-50a8fe6da2ff · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Explaining Explanations: Axiomatic Feature Interactions for Deep Networks
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c93ad33a-3fa3-43e3-a227-a980a04551b3 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Captum: A unified and generic model interpretability library for PyTorch
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a0fda12-e052-4029-925f-99c7abf94dd9 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Rethinking attention- model explainability through faithfulness violation test
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d4f7a0c3-28b8-48ce-90ce-5a04790ae4b5 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Medearis, Siyao Zhu, and Ali R
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5b77edb1-b6a1-490e-909a-7e88b2b9b932 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Dowd, Curtis Huttenhower, Martin Morgan, Nicola Segata, and Levi Waldron
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15043c56-7ab2-4cbd-93f3-6e3acfe73065 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer David, and Xiaoli Fern
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5c5f32a5-e48c-4330-a2ce-cd754afd0652 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Uniform Discretized Integrated Gradients: An effective attribution based method for explaining large language models
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6f984c30-20e5-48ae-af8b-cd44d3a2d41c · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Axiomatic Attribution for Deep Networks
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02841b8f-442a-4f97-a2cd-c390d572c3c3 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Theodoris, Ling Xiao, Anant Chopra, Mark D
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61122468-fe3f-4b56-9edb-ff32c734851d · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer Attention is not not Explanation
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce201d59-ff1a-4f80-9fb7-062351f640b5 · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer scBERT as a large-scale pretrained deep language model for cell type annotation of single-cell RNA-seq data.Nature Machine Intelligence, 4:852–866, 2022
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3e1d634-ea63-42f2-a9cc-d0e7a1404a3c · outbound
Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer URLhttps://doi.org/10.1038/s41587-023-01688-w
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.