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Large Distant Gradients Need Not Be Reliable: reliability-weighted credit assignment for long-horizon autoregressive forecasting

arXiv:2609.12890v1 Announce Type: cross Abstract: In autoregressive forecasting, long prediction rollouts provide distant supervision, but backpropagation through time (BPTT) carries gradients from those losses through many autoregressive steps…

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Published2 d ago (Mon, 14 Sep 2026 04:00:00 GMT)
RetrievedMon, 14 Sep 2026 17:39:54 GMT via rss
ClassifiedMon, 14 Sep 2026 17:40:00 GMT by heuristic
AuthorJunhao Zhao, David Michael Simberg, Jacob Kang, Colin Connor Kurniawan, Nan Xu