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cs.LG2026
Echoes of Error: Residual-Directional Local Rollout Consistency for Timeseries Forecasting
Zheng Wang, Kaixuan Zhang, Xiaonan Lu +1
In time-series forecasting, rollout errors are not merely one-step fitting discrepancies: once fed back into the evolving state, they can perturb future predictions. We formalize t…
cs.CL2026
The Labyrinth and the Thread: Rethinking Regularizations in Sequential Knowledge Editing for Large Language Models
Zheng Wang, Kaixuan Zhang, Wanfang Chen +2
Sequential editing of structured knowledge in large language models allows targeted factual updates without retraining, yet existing methods often rely on complex regularization or…