7 citations · 17 across the 7 of their papers we have counts for
8 papers
Beyond Linear Steering: Unified Multi-Attribute Control for Language Models
Narmeen Oozeer, Luke Marks, Shreyans Jain +2
Controlling multiple behavioral attributes in large language models (LLMs) at inference time is a challenging problem due to interference between attributes and the limitations of…
Streaming Verification of Graph Properties
Amirali Abdullah, Samira Daruki, Chitradeep Dutta Roy +1
Streaming interactive proofs (SIPs) are a framework for outsourced computation. A computationally limited streaming client (the verifier) hands over a large data set to an untruste…
Binary Coding in Stream
Mina Ghashami, Amirali Abdullah
Big data is becoming ever more ubiquitous, ranging over massive video repositories, document corpuses, image sets and Internet routing history. Proximity search and clustering are…
Sketching, Embedding, and Dimensionality Reduction for Information Spaces
Amirali Abdullah, Ravi Kumar, Andrew McGregor +2
Information distances like the Hellinger distance and the Jensen-Shannon divergence have deep roots in information theory and machine learning. They are used extensively in data an…
Spectral Approaches to Nearest Neighbor Search
Amirali Abdullah, Alexandr Andoni, Ravindran Kannan +1
We study spectral algorithms for the high-dimensional Nearest Neighbor Search problem (NNS). In particular, we consider a semi-random setting where a dataset in …
A directed isoperimetric inequality with application to Bregman near neighbor lower bounds
Amirali Abdullah, Suresh Venkatasubramanian
Bregman divergences are a class of divergences parametrized by a convex function and include well known distance functions like and the Kullback-Leibler diverg…