2026
CORE-MTL: Rethinking Gradient Balancing via Causal Orthogonal Representations
ICML 2026poster
Multi-task learning (MTL) aims to construct a joint model for multiple tasks by sharing a common representation across domains. To achieve this goal, existing optimization-centric methods either balance task gradients or modify the shared architecture. However, as these approaches remain agnostic to…