A technical explanation of A3B2, covering few-shot CLIP adaptation, branch bias, asymmetric text-image adapters, uncertainty-aware adapter dampening, load-balanced mixture-of-experts adapters, evaluation protocols, and key empirical findings.

A technical explanation of InherNet, covering neural network inheritance, model compression, SVD-based knowledge inheritance, asymmetric low-rank structure, gating fusion, and the main experimental takeaways.

A technical explanation of TLV-CoRe, covering tactile-language-vision alignment, sensor-agnostic tactile representation learning, Sensor-Aware Modulation, tactile-irrelevant decoupling, Unified Bridging Adapters, contrastive learning, RSS evaluation, and key empirical findings.

A technical explanation of PSMGD, covering multi-objective optimization, gradient conflict, periodic stochastic multi-gradient descent, convergence intuition, backpropagation complexity, and key empirical findings.