23 citations · 40 across the 6 of their papers we have counts for
6 papers
Sat-EnQ: Satisficing Ensembles of Weak Q-Learners for Reliable and Compute-Efficient Reinforcement Learning
Ünver Çiftçi
Deep Q-learning algorithms remain notoriously unstable, especially during early training when the maximization operator amplifies estimation errors. Inspired by bounded rationality…
Translation Aligned Sentence Embeddings for Turkish Language
Eren Unlu, Unver Ciftci
Due to the limited availability of high quality datasets for training sentence embeddings in Turkish, we propose a training methodology and a regimen to develop a sentence embeddin…
Entity Embeddings : Perspectives Towards an Omni-Modality Era for Large Language Models
Eren Unlu, Unver Ciftci
Large Language Models (LLMs) are evolving to integrate multiple modalities, such as text, image, and audio into a unified linguistic space. We envision a future direction based on…
Reaction dynamics through kinetic transition states
Ünver Çiftçi, Holger Waalkens
The transformation of a system from one state to another is often mediated by a bottleneck in the system's phase space. In chemistry these bottlenecks are known as \emph{transition…
Phase space structures governing reaction dynamics in rotating molecules
Unver Ciftci, Holger Waalkens
Recently the phase space structures governing reaction dynamics in Hamiltonian systems have been identified and algorithms for their explicit construction have been developed. Thes…
Holonomy reduced dynamics of triatomic molecular systems
Ünver Çiftçi, Holger Waalkens
Whereas it is easy to reduce the translational symmetry of a molecular system by using, e.g., Jacobi coordinates the situation is much more involved for the rotational symmetry. In…