Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:34:12.785405Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2506.02138.
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 2026-08-07T11:34:12.785405Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 113f5d57-d5aa-40ec-b77d-ca679c32cbc9 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Quantifying attention flow in transformers
Reference 1
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Observation cdeea6fa-96d0-444e-9846-252c505a0d59 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Attnlrp: attention-aware layer-wise relevance propagation for transformers
Reference 2
Source-reported events for the cited work
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Observation ca5fe3fa-89a2-4efd-a2a7-922fa163942a · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Xai for transformers: Better explanations through conservative propagation
Reference 3
Source-reported events for the cited work
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Observation c4d48714-d267-42a4-8a8f-53c805ac0b0a · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Video and text matching with conditioned embeddings
Reference 4
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Observation ecf9b5e7-8e85-4688-8773-38d6114e9c64 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability The Hidden Attention of Mamba Models
Reference 5
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Observation 7ffbd3cc-527f-45b2-81c8-63c48e815fae · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Explaining recurrent neural network predictions in sentiment analysis
Reference 6
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Observation a1371394-0432-40fc-b3f5-aaf4554a6b6a · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Explaining and interpreting lstms
Reference 7
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Observation b87209ce-4c8f-4379-bab8-14de1a26d7d5 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Explainable artificial intelligence (xai): Concepts, taxonomies, opportunities and challenges toward responsible ai
Reference 8
Source-reported events for the cited work
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Observation 0a67363d-bf78-4ae9-9adc-de1a62e64422 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability On pixel-wise explanations for non-linear classifier decisions by layer-wise relevance propagation
Reference 9
Source-reported events for the cited work
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Observation b4484307-bc47-4dc2-9378-e1c32cbaf660 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability How to explain individual classification decisions
Reference 10
Source-reported events for the cited work
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Observation 3877016e-b43c-416c-8e6a-12e9d1f20b4b · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Qwen Technical Report
Reference 11
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Observation d41b203c-a338-41f3-a764-1e7911002df1 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability The shattered gradients problem: If resnets are the answer, then what is the question? In International conference on machine learning , pages 342–350
Reference 12
Source-reported events for the cited work
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Observation b3ab748c-be26-4f60-b605-6c744c01871f · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Pythia: A suite for analyzing large language models across training and scaling
Reference 13
Source-reported events for the cited work
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Observation 3b17f42d-75dc-48ab-bac8-f7fe0f4f7d37 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Emerging properties in self-supervised vision transformers
Reference 14
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Observation 051e3683-7c40-46d2-84e4-370101df2973 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Generic attention-model explainability for interpreting bi-modal and encoder-decoder transformers
Reference 15
Source-reported events for the cited work
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Observation 04ee1846-461f-4934-9f07-be5186824bcb · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Transformer interpretability beyond attention visualization
Reference 16
Source-reported events for the cited work
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Observation c855ee48-87a7-47f8-8b54-d982828c5ea9 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Unifying Prediction and Explanation in Time-Series Transformers via Shapley-based Pretraining
Reference 17
Source-reported events for the cited work
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Observation 2aee1957-b2e4-4168-9246-4f0d5d25806f · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability What does bert look at? an analysis of bert’s attention
Reference 18
Source-reported events for the cited work
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Observation 5520ffe0-befa-4598-b4f9-a72e204a4bc2 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Opportunities and Challenges in Explainable Artificial Intelligence (XAI): A Survey
Reference 19
Source-reported events for the cited work
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Observation a6e289c8-5789-471f-baf1-8fdcbb70fc12 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Position information in transformers: An overview
Reference 20
Source-reported events for the cited work
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Observation 7187813e-1086-48ab-b107-b46753a55365 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability The Llama 3 Herd of Models
Reference 21
Source-reported events for the cited work
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Observation 18019a60-54f0-41e3-98b3-e135245817e6 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Imagenet auto-annotation with segmentation propagation
Reference 22
Source-reported events for the cited work
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Observation ab27b3e7-f20e-4284-b7f2-36bb6618e34b · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Long short-term memory
Reference 23
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Observation e34ad7c1-e816-44b3-8aed-406b06ca0482 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Explainable convolutional neural networks: a taxonomy, review, and future directions
Reference 24
Source-reported events for the cited work
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Observation f97e32dd-61a2-4ded-af68-f77213868290 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Mambalrp: Explaining selective state space sequence models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8f6e3616-08db-4255-9358-fa86c997623b · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Attention is not explanation
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 954734db-c094-4531-b385-29b3cc9a9b30 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Serial order: A parallel distributed processing approach
Reference 27
Source-reported events for the cited work
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Observation c2f3a53a-1b9b-4cca-b800-81501a875d72 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Bert meets shapley: Extending shap explanations to transformer-based classifiers
Reference 28
Source-reported events for the cited work
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Observation d244b4bf-8d80-42e1-8ced-1b5175f8b0d1 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Explaining in style: training a gan to explain a classifier in stylespace
Reference 29
Source-reported events for the cited work
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Observation 33c49b74-b3c3-43a3-ae0c-611168b4dc44 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Explainable ai: A review of machine learning interpretability methods
Reference 30
Source-reported events for the cited work
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Observation 44486977-ef62-48d4-b96b-28a5ff1d8151 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Explaining nonlinear classification decisions with deep taylor decomposition
Reference 31
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Observation 4948c7b6-20ad-4ad7-912e-f4f557b507aa · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Layer-wise relevance propagation: an overview
Reference 32
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Observation 8d41f7b0-cfc6-45be-95e7-09959ec9d7bd · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Shap- based explanation methods: a review for nlp interpretability
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3c2e37f7-630f-4f7d-89d5-e5aea1bed67d · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Train short, test long: Attention with linear biases enables input length extrapolation
Reference 34
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Observation a4eb0400-d211-4e25-9acf-a202ce6046aa · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Exploring the limits of transfer learning with a unified text-to-text transformer
Reference 35
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Observation aa079aea-224f-44b4-a21e-0f8f91eb3242 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability SAM 2: Segment Anything in Images and Videos
Reference 36
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Observation e300bb88-29ae-4d1b-b0ea-69d70ccda779 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models
Reference 37
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Unavailable: canonical work link unavailable.
Observation 680cd27b-c7e2-4ea1-86c8-6c8b371aab5d · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Grad-cam: Visual explanations from deep networks via gradient-based localization
Reference 38
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Observation 3067ae88-fa2f-40e0-b217-b23ee84475b6 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Self-Attention with Relative Position Representations
Reference 39
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Observation 34bcf5d4-30d3-42fd-88e5-e64b213624f9 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Learning important features through propagating activation differences
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2d8250e3-57f3-484f-81a2-deec540866da · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Roformer: Enhanced transformer with rotary position embedding
Reference 41
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Observation ab93fb8a-f5eb-4bd8-9d3b-a4af0ab6a092 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Gemma: Open Models Based on Gemini Research and Technology
Reference 42
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Unavailable: canonical work link unavailable.
Observation 5823225f-eb0e-482c-87a7-6a823ab0efc9 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Training data-efficient image transformers & distillation through attention
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 489a9628-db7e-4186-bfaf-15b58ad887fc · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability LLaMA: Open and Efficient Foundation Language Models
Reference 44
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Unavailable: canonical work link unavailable.
Observation 23c62acf-2999-45f0-bc09-cde68777938c · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Attention is all you need
Reference 45
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Unavailable: canonical work link unavailable.
Observation d52a9b98-5a02-451b-9b66-17a198c9636f · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Analyzing the source and target contributions to predictions in neural machine translation
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 49ba5614-5c00-4255-ae90-037460f5ea00 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Towards Explainable Artificial Intelligence (XAI): A Data Mining Perspective
Reference 47
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Unavailable: canonical work link unavailable.
Observation 76aeb4f2-4805-4f87-b47f-91accdcb2e54 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Explaining information flow inside vision transformers using markov chain
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d4dc828e-38dd-4be5-a02c-ade574610c35 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability TinyLlama: An Open-Source Small Language Model
Reference 49
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Unavailable: canonical work link unavailable.
Observation 057a5e1b-da1d-4177-a191-667804e39944 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Visual interpretability for deep learning: a survey
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7e4566e9-9018-4feb-8662-36d58aa3c2f7 · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability A survey on neural network interpretability
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 45beed89-417c-4208-8bcc-3e20489faeca · outbound
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability They should have been giving a tribute to Branagh for bringing us one of the greatest films of all time
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.