3 papers
cs.LG2026
Similarity-Distance-Magnitude Activations
Allen Schmaltz
We introduce the Similarity-Distance-Magnitude (SDM) activation function, a more robust and interpretable formulation of the standard softmax activation function, adding Similarity…
cs.CL2025
Similarity-Distance-Magnitude Language Models
Allen Schmaltz
We introduce Similarity-Distance-Magnitude (SDM) language models (LMs), which are sequence prediction models fine-tuned to maximize the proportion of generations in the well-calibr…
cs.LG2025
Similarity-Distance-Magnitude Universal Verification
Allen Schmaltz
We address the neural network robustness problem by adding Similarity (i.e., correctly predicted depth-matches into training)-awareness and Distance-to-training-distribution-awaren…