26 citations · 76 across the 36 of their papers we have counts for
3 papers · 1 filter
FairLoRA: Unpacking Bias Mitigation in Vision Models with Fairness-Driven Low-Rank Adaptation
Rohan Sukumaran, Aarash Feizi, Adriana Romero-Sorian +1
Recent advances in parameter-efficient fine-tuning methods, such as Low Rank Adaptation (LoRA), have gained significant attention for their ability to efficiently adapt large found…
Compiling Stochastic Constraint Programs to And-Or Decision Diagrams
Behrouz Babaki, Golnoosh Farnadi, Gilles Pesant
Factored stochastic constraint programming (FSCP) is a formalism to represent multi-stage decision making problems under uncertainty. FSCP models support factorized probabilistic m…
Scalable Structure Learning for Probabilistic Soft Logic
Varun Embar, Dhanya Sridhar, Golnoosh Farnadi +1
Statistical relational frameworks such as Markov logic networks and probabilistic soft logic (PSL) encode model structure with weighted first-order logical clauses. Learning these…