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Tian and So

PulseAugur coverage of Tian and So — every cluster mentioning Tian and So across labs, papers, and developer communities, ranked by signal.

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  1. TOOL · CL_48996 ·

    New research explores complexity of AI training loss stationarity

    Researchers have analyzed the parameterized complexity of testing stationarity for continuous piecewise-affine functions, a core task in nonsmooth optimization. Their findings reveal fixed-dimensional tractability for c…

  2. TOOL · CL_27607 ·

    New research explores computational limits of AI training loss stationarity

    Researchers have analyzed the parameterized complexity of testing stationarity for piecewise-affine functions and shallow CNNs. They developed XP algorithms for tractable cases and proved W[1]-hardness for others, indic…