3 citations · 3 across the 6 of their papers we have counts for
6 papers
OS-Pruner: Pruning Chains-of-Thought of Reasoning Models via Optimal Stopping
Mohammed Ehab, Aymane El Gadarri, Vivek F. Farias +2
Large Language Models (LLMs) have achieved remarkable success in complex reasoning tasks through Chain-of-Thought (CoT) prompting. However, these models often exhibit "computationa…
The Value of Covariance Matching in Gaussian DDPMs and the Lanczos Sampler
Md Sahil Akhtar, Aymane El Gadarri, Vivek F. Farias +1
A central error measure in Gaussian DDPMs is the path-space KL divergence between the exact reverse chain and the learned Gaussian reverse process. This quantity is especially rele…
Self-Normalized Resets for Plasticity in Continual Learning
Vivek F. Farias, Adam D. Jozefiak
Plasticity Loss is an increasingly important phenomenon that refers to the empirical observation that as a neural network is continually trained on a sequence of changing tasks, it…
Diversity Embeddings and the Hypergraph Sparsest Cut
Adam D. Jozefiak, F. Bruce Shepherd
Good approximations have been attained for the sparsest cut problem by rounding solutions to convex relaxations via low-distortion metric embeddings. Recently, Bryant and Tupper sh…
A Knapsack Intersection Hierarchy Applied to All-or-Nothing Flow in Trees
Adam Jozefiak, F. Bruce Shepherd, Noah Weninger
We introduce a natural knapsack intersection hierarchy for strengthening linear programming relaxations of packing integer programs, i.e., where…
Eigenvalues and Eigenvectors of Tau Matrices with Applications to Markov Processes and Economics
Sven-Erik Ekström, Carlo Garoni, Adam Jozefiak +1
In the context of matrix displacement decomposition, Bozzo and Di Fiore introduced the so-called algebra, a generalization of the more known algebra origina…