24 Published as a conference paper at ICLR 2026 One explicit optimal choice is A⋆ =K −1/2 X Ur and B⋆ =K −1/2 Y Vr Σr/ρ, where Ur = [u1

By Theorem 8, the optimal solution satisfies (A, B) :A ′⊤B′ = 1 ρ Mr(γ) (104) (A, B) : (A⊤K 1 2 X)⊤(B⊤K 1 2 Y ) = 1 ρ K 1 2 X S(γ)K 1 2 Y (105) (A, B) :K 1 2 X AB⊤K 1 2 Y = 1 ρ K 1 2 X S(γ)K 1 2 Y (106) (A, B) :AB ⊤ = 1 ρ K − 1 2 X K 1 2 X · 2026

1 Pith paper cite this work. Polarity classification is still indexing.

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UniCon: Unified Framework for Efficient Contrastive Alignment via Kernels

cs.LG · 2026-04-17 · unverdicted · novelty 6.0

UniCon unifies contrastive alignment across encoders and alignment types using kernels to enable exact closed-form updates instead of stochastic optimization.

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UniCon: Unified Framework for Efficient Contrastive Alignment via Kernels cs.LG · 2026-04-17 · unverdicted · none · ref 22
UniCon unifies contrastive alignment across encoders and alignment types using kernels to enable exact closed-form updates instead of stochastic optimization.

24 Published as a conference paper at ICLR 2026 One explicit optimal choice is A⋆ =K −1/2 X Ur and B⋆ =K −1/2 Y Vr Σr/ρ, where Ur = [u1

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