3 papers
cs.LG2026
Integrating Language Models into Listened and Imagined Speech Decoding from MEG
Maryam Maghsoudi, Sai Samrat Kankanala, Shihab A. Shamma +1
Decoding imagined speech is an important goal for brain-computer interfaces but remains challenging due to weak neural responses, low signal-to-noise ratio, and limited imagined-sp…
eess.AS2025
Benchmarking Humans and Machines on Complex Multilingual Speech Understanding Tasks
Sai Samrat Kankanala, Ram Chandra, Sriram Ganapathy
Auditory attention and selective phase-locking are central to human speech understanding in complex acoustic scenes and cocktail party settings, yet these capabilities in multiling…
eess.AS2024
Uncovering the role of semantic and acoustic cues in normal and dichotic listening
Sai Samrat Kankanala, Akshara Soman, Sriram Ganapathy
Speech comprehension is an involuntary task for the healthy human brain, yet the understanding of the mechanisms underlying this brain functionality remains obscure. In this paper,…