3 papers
cs.AI2026
Multimodal Hidden Markov Models for Persistent Emotional State Tracking
Anamika Ragu, Aneesh Jonelagadda
Tracking an interpretable emotional arc of a conversation via the sentiment of individual utterances processed as a whole is central to both understanding and guiding communication…
cs.AI2026
Uncertainty-Aware Multimodal Emotion Recognition through Dirichlet Parameterization
Rémi Grzeczkowicz, Eric Soriano, Ali Janati +4
In this work, we present a lightweight and privacy-preserving Multimodal Emotion Recognition (MER) framework designed for deployment on edge devices. To demonstrate framework's ver…
cs.CL2025
Mnemosyne: An Unsupervised, Human-Inspired Long-Term Memory Architecture for Edge-Based LLMs
Aneesh Jonelagadda, Christina Hahn, Haoze Zheng +1
Long-term memory is essential for natural, realistic dialogue. However, current large language model (LLM) memory systems rely on either brute-force context expansion or static ret…