5 papers
Selective State-Space Adaptation and Retrieval for Language Model Reasoning
Atahan Dokme, Larry Heck
Low-rank adaptation introduces a static learned update applied identically to every input. The update provides task-level adaptation but does not explicitly represent token-level o…
Latent-IM: Latent Interaction Management for Speech LLMs
Adar Avsian, Atahan Dokme, Tony Woo +1
Classical spoken dialogue systems often separated dialogue management from response realization: a policy selected the next dialogue action, and a generation component expressed th…
TEMPER: Testing Emotional Perturbation in Quantitative Reasoning
Atahan Dokme, Benjamin Reichman, Larry Heck
Large language models are trained and evaluated on quantitative reasoning tasks written in clean, emotionally neutral language. However, real-world queries are often wrapped in fru…
Interpreting Video Representations with Spatio-Temporal Sparse Autoencoders
Atahan Dokme, Sriram Vishwanath
We present the first systematic study of Sparse Autoencoders (SAEs) on video representations. Standard SAEs decompose video into interpretable, monosemantic features but destroy te…
Remote Estimation Games with Random Walk Processes: Stackelberg Equilibrium
Atahan Dokme, Raj Kiriti Velicheti, Melih Bastopcu +1
Remote estimation is a crucial element of real time monitoring of a stochastic process. While most of the existing works have concentrated on obtaining optimal sampling strategies,…