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Discriminative Feature Attributions: Bridging Post Hoc Explainability and Inherent Interpretability
To this end, two broad strategies have been outlined in prior literature to explain models.
6fdf57c71bc1f1ee29014b8dc52e723f-Paper-Conference.pdf
First, counterintuitively, we observe that pretrain-ing on more data shows no significant improvement in the model's capability to
Scaling Laws in Linear Regression: Compute, Parameters, and Data
From the perspective of statistical learning theory, (1) is rather intriguing. Moreover, they do not provide instance-wise matching lower bounds to verify the tightness of the upper bounds.
Localizing Memorization in SSL Vision Encoders Wenhao Wang
Memorization happens through the entire SSL encoder .
Provably Fast Convergence of Independent Natural Policy Gradient for Markov Potential Games Y oubang Sun
A major challenge in the analysis of multi-agent systems is the restriction on joint policies of agents.
Weakly Coupled Deep Q-Networks
"subagents," one for each subproblem, and then combine their solutions to establish