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Lower Bounds for Depth Three Circuits with small bottom fanin Neeraj Kayal Chandan Saha Indian Institute of Science
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A lower bound
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Remark: Bad news. Good news.
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Background/Motivation
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Arithmetic Circuits …
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… … Arithmetic Circuits
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… … … Arithmetic Circuits
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… … … Arithmetic Circuits
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… … … Arithmetic Circuits
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… … …
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… … … Size = Number of Edges
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… … … Depth
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… … …
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Two Fundamental Questions Can explicit polynomials be efficiently computed? Can computation be efficiently parallelized?
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Two Fundamental Questions
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Can computation be efficiently parallelized?
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Question: Is this optimal?
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Can computation be efficiently parallelized? Question: Is this optimal?
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Can computation be efficiently parallelized?
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A possible way to approach VP vs VNP
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Lower Bound in VNPGKKS13+KSS 14 IMMFLMS14 in VNPKLSS14 IMMKS14 IMMThis work in VNPThis work IMMNext talk
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A possible way to approach VP vs VNP
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A common Proof Strategy and some technical ingredients
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Proof Strategy shallow circuit C
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Proof Strategy shallow circuit C
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Lower Bounding rank of large matrices If a matrix M(f) has a large upper triangular submatrix, then it has large rank (Alon): If the columns of M(f) are almost orthogonal then M(f) has large rank.
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shallow circuit C
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Finding a geometric property GP of T V(T) is a union of low-degree hypersurfaces V(T) has lots of high-order singularities
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Finding a geometric property GP of T
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V(T) is a union of low-degree hypersurfaces V(T) has lots of high-order singularities
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shallow circuit C
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Expressing largeness of a variety in terms of rank
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shallow circuit C
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Restrictions
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Employing restrictions Yields lower bounds for homogeneous depth four (KLSS14 and KS14).
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Employing Restrictions
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Yields lower bounds for homogeneous depth five with low bottom fanin (KS15 and BC15).
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A lemma by Shpilka and Wigderson Yields lower bounds mentioned earlier.
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Conclusion
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