15 citations · 16 across the 5 of their papers we have counts for
5 papers · 1 filter
GeoCrossBench: Cross-Band Generalization for Remote Sensing
Hakob Tamazyan, Ani Vanyan, Alvard Barseghyan +3
The data for remote sensing is constantly acquired, and new data comes from a growing number and diversity of satellites, while the vast majority of labeled data comes from older s…
In-context Learning in Presence of Spurious Correlations
Hrayr Harutyunyan, Rafayel Darbinyan, Samvel Karapetyan +1
Large language models exhibit a remarkable capacity for in-context learning, where they learn to solve tasks given a few examples. Recent work has shown that transformers can be tr…
Small Molecule Optimization with Large Language Models
Philipp Guevorguian, Menua Bedrosian, Tigran Fahradyan +3
Molecular optimization, the process of designing molecules with desirable properties, represents a critical challenge in drug discovery. The recent advancements in large language m…
BARTSmiles: Generative Masked Language Models for Molecular Representations
Gayane Chilingaryan, Hovhannes Tamoyan, Ani Tevosyan +6
We discover a robust self-supervised strategy tailored towards molecular representations for generative masked language models through a series of tailored, in-depth ablations. Usi…
Robust Classification under Class-Dependent Domain Shift
Tigran Galstyan, Hrant Khachatrian, Greg Ver Steeg +1
Investigation of machine learning algorithms robust to changes between the training and test distributions is an active area of research. In this paper we explore a special type of…