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Nov 07, 2025
Future of IIL: Narrowing the Gap and Advancing Knowledge Accumulation
This conclusion validates a novel IIL setting that aims for cost-effective model enhancement using only new data.
Nov 07, 2025
Ablation: The Role of Fused Labels and Teacher EMA in Instance-Incremental Learn...
The proposed method mainly consists of three components: DBD with fused label (FL), DBD. with dusting the input space ( DIS), and...
Nov 05, 2025
Optimizing SAGE Net: Achieving High Performance with Shorter Input Sequences for...
This article introduces Decision Boundary-Aware Distillation, a novel method for Instance-Incremental Learning that preserves and...
