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Towards the Explainability of Temporal Graph Networks via Memory Backtracking and Topological Attribution

arXiv cs.LG · 2026-07-10 Cached

This paper introduces MemExplainer, a method to explain predictions of Temporal Graph Networks (TGNs) by attributing contributions through topology attribution trees and memory backtracking trees, using Layer-wise Relevance Propagation (LRP) for faithful explanations.

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Contrastive Attribution in the Wild: An Interpretability Analysis of LLM Failures on Realistic Benchmarks

Hugging Face Daily Papers · 2026-04-20 Cached

Researchers apply contrastive LRP-based attribution to analyze why LLMs fail on realistic benchmarks, finding the method gives useful signals in some cases but is not universally reliable.

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