2 papers
cs.LG2026
Streaming Structured Inference with Flash-SemiCRF
Benjamin K. Johnson, Thomas Goralski, Ayush Semwal +2
Semi-Markov Conditional Random Fields (semi-CRFs) assign labels to segments of a sequence rather than to individual positions, enabling exact inference over segment-level features…
stat.ML2023
Gotta match 'em all: Solution diversification in graph matching matched filters
Zhirui Li, Ben Johnson, Daniel L. Sussman +2
We present a novel approach for finding multiple noisily embedded template graphs in a very large background graph. Our method builds upon the graph-matching-matched-filter techniq…