一作ECCV 2026Poster
Multi-Hypothesis Test-Time Adaptation to Mitigate Underspecification
Afshar Shamsi · Xiao-Yu Guo · Hamid Alinejad-Rokny · Arash Mohammadi · Damien Teney · Ehsan Abbasnejad
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Afshar Shamsi · Xiao-Yu Guo · Hamid Alinejad-Rokny · Arash Mohammadi · Damien Teney · Ehsan Abbasnejad
Hamed Damirchi · Imezadelajara · Ehsan Abbasnejad · Afshar Shamsi · Zhen Zhang · Javen Qinfeng Shi
Existing explainability methods for Large Language Models (LLMs) typically treat hidden states as static points in activation space, assuming that correct and incorrect inferences can be separated using representations from an individual layer. However, these activations are saturated with polyse...