3 papers
cs.CL2025
ICL CIPHERS: Quantifying "Learning" in In-Context Learning via Substitution Ciphers
Zhouxiang Fang, Aayush Mishra, Muhan Gao +2
Recent works have suggested that In-Context Learning (ICL) operates in dual modes, i.e. task retrieval (remember learned patterns from pre-training) and task learning (inference-ti…
cs.LG2025
ODD: Overlap-aware Estimation of Model Performance under Distribution Shift
Aayush Mishra, Anqi Liu
Reliable and accurate estimation of the error of an ML model in unseen test domains is an important problem for safe intelligent systems. Prior work uses disagreement discrepancy (…
eess.SP2025
On the challenges of detecting MCI using EEG in the wild
Aayush Mishra, David Joffe, Sankara Surendra Telidevara +2
Recent studies have shown promising results in the detection of Mild Cognitive Impairment (MCI) using easily accessible Electroencephalogram (EEG) data which would help administer…