4 citations · 5 across the 42 of their papers we have counts for
Showing cs.LGShow all
3 papers · 1 filter
cs.LG2026
Cross-View Correspondence Is a Measurement Intervention: Two-Sided Validation for Agent Evaluation and Credit Assignment
Zhen Zhang, Ahmad Hafez, Amr Alanwar
Agent evaluations and trace-based learning often compare outputs across transformed views through a post-response correspondence treated as neutral preprocessing. We show that this…
cs.LG2026
Matrix Zonotopic Attention: A Context-Adaptive Value Projection for Set Transformers
Zhen Zhang, Amr Alanwar
Multi-head attention combines an input-dependent softmax routing with an input-independent linear value projection, so the per-sample operator mapping aggregated values to outputs…
cs.LG2026
Hybrid Probabilistic Zonotopes for Identifiable and Refinable Predictive Uncertainty
Zhen Zhang, Amr Alanwar
Probabilistic prediction heads in neural networks typically output either a Gaussian mixture or a single conformal region. Neither separates the distinct sources of uncertainty oft…