作者位次 #2/6ICLR 2026Poster
SplitLoRA: Balancing Stability and Plasticity in Continual Learning Through Gradient Space Splitting
Haomiao Qiu · Miao Zhang · Ziyue Qiao · Weili Guan · Min Zhang · an Jiaotong University)
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Haomiao Qiu · Miao Zhang · Ziyue Qiao · Weili Guan · Min Zhang · an Jiaotong University)
Xuening Zhang · Qi Lv · Xiang Deng · Miao Zhang · Xingbo Liu · an Jiaotong University)
Qianlong Xiang · Miao Zhang · Haoyu Zhang · Kun Wang · Junhui Hou · an Jiaotong University)
Ruizi Han · Miao Zhang · Ziyue Qiao · an Jiaotong University)
Efficient long-context inference remains a major challenge for large language models (LLMs), as the cost of attention computation during auto-regressive decoding grows linearly with the context length. Recent sparse attention methods attempt to reduce the computational burden by selecting a subse...