case-based decision theory 1data pooling 1decision theory 1geometry regularization 1gram matrix 1influence analysis 1linear probes 1model auditing 1neural network interpretability 1preference reversal 1training data attribution 1
From the 2 of 2 linked papers with an AI index.
2 papers
stat.ML2026
More Data, Worse Decisions? Preference Reversals in Neural Networks under Gram Incompatibility
Yanli Yan, Yuanzheng Li, Yong Zhao +2
The paper investigates how pooling data from different sources can cause neural networks with OLS output heads to reverse previously agreed-upon preferences, and proposes geometric…
cs.AI2026
From Neural Network Decisions to Training Cases: An Exact Account via Case-Based Decision Theory
Manli Yan, Yuebin Lin, Yaowen Yu +1
The paper shows that a linear readout on a fixed neural network representation can be exactly decomposed into weighted contributions from individual training cases, providing a cas…