A Shared Encoder Is Not a Shared Task: Conditional Comparison for Deep Expert Pools

arXiv:2609.27866 · cs.LG, cs.AI · Submitted 2026-08-21 · Read on arXiv

cs.LG, cs.AI

Submitted: 2026-08-21

Updated: 2026-08-21

Comments: 6 pages, 2 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 7× in this paper · explained in 1 episode
• Embeddings — 5× in this paper · explained in 2 episodes
• Continual Learning — 3× in this paper · explained in 2 episodes
• Adversarial Attacks — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Covariate Shift — 1× in this paper · explained in 2 episodes
• Deferral — 1× in this paper · explained in 2 episodes
• Pseudo-labels — 1× in this paper · explained in 2 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes

Sources

• Quantifying Data Similarity Using Cross Learning

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