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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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Presentation on theme: "Lower Bounds for Depth Three Circuits with small bottom fanin Neeraj Kayal Chandan Saha Indian Institute of Science."— Presentation transcript:

1 Lower Bounds for Depth Three Circuits with small bottom fanin Neeraj Kayal Chandan Saha Indian Institute of Science

2 A lower bound

3

4 Remark:  Bad news.  Good news.

5 Background/Motivation

6 Arithmetic Circuits …

7 … … Arithmetic Circuits

8 … … … Arithmetic Circuits

9 … … … Arithmetic Circuits

10 … … … Arithmetic Circuits

11 … … …

12 … … … Size = Number of Edges

13 … … … Depth

14 … … …

15 Two Fundamental Questions Can explicit polynomials be efficiently computed? Can computation be efficiently parallelized?

16 Two Fundamental Questions

17 Can computation be efficiently parallelized?

18

19

20 Question: Is this optimal?

21 Can computation be efficiently parallelized? Question: Is this optimal?

22 Can computation be efficiently parallelized?

23 A possible way to approach VP vs VNP

24

25 Lower Bound in VNPGKKS13+KSS 14 IMMFLMS14 in VNPKLSS14 IMMKS14 IMMThis work in VNPThis work IMMNext talk

26 A possible way to approach VP vs VNP

27 A common Proof Strategy and some technical ingredients

28 Proof Strategy shallow circuit C

29 Proof Strategy shallow circuit C

30 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.

31 shallow circuit C

32 Finding a geometric property GP of T V(T) is a union of low-degree hypersurfaces V(T) has lots of high-order singularities

33 Finding a geometric property GP of T

34 V(T) is a union of low-degree hypersurfaces V(T) has lots of high-order singularities

35 shallow circuit C

36

37 Expressing largeness of a variety in terms of rank

38

39

40 shallow circuit C

41 Restrictions

42 Employing restrictions  Yields lower bounds for homogeneous depth four (KLSS14 and KS14).

43 Employing Restrictions

44  Yields lower bounds for homogeneous depth five with low bottom fanin (KS15 and BC15).

45 A lemma by Shpilka and Wigderson  Yields lower bounds mentioned earlier.

46 Conclusion


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