CS748, 698D - Arithmetic Circuit Complexity (Sem II, 2015-16)

 

SYLLABUS


topics (tentative).

- Basic algebra results, algorithms
- Tensor rank (eg. matrix multiplication)
- Newton's identities, circuits, ABP  (eg. determinant)
- Universality of depth-3 circuits, width-2 ABP
- Homogeneity (tool- shifted partials)
- Multilinearity (tool- partials & rank-concentration)
- PIT (eg. matching, primality)
- Circuit lower bounds vs. PIT
- Depth-3 PIT results
- Noncommutativity (tool- partial derivative matrix)
- Diagonal circuits
- Read-once ABP

Advanced topic ideas.

- Equivalence of multivariate factoring and the identity testing problem. [pdf]
- Tensor-rank and lower bounds for arithmetic formulas. [pdf]
- Wronskian, Jacobian (eg. linear/ algebraic independence)
- Read-k ABP
- Bipartite matching in Quasi-NC
- Linear/ algebraic independence over finite fields
- Papers from the last 5-10 years.
- Geometric complexity theory. Egs. GCT Chasm. [link]

Schedule.


[14-Apr-2016] [pdf] ROABP quasipoly-prg. PIT for depth-3 (bounded fanin).

[12-Apr-2016] [pdf] Whitebox PIT for ROABP.

[07-Apr-2016] [pdf] PIT for tiny depth-3 suffices. Diagonal depth-3, set-multilinear depth-3, ROABP.

[05-Apr-2016] [pdf] PIT for tiny diagonal depth-4 suffices. Prg for depth-2 (or sparse).

[31-Mar-2016] [pdf] PIT and exponential lower bounds are equivalent (almost).

[29-Mar-2016] [pdf] PIT, hitting-sets, prgs and lower bounds.

[17-Mar-2016] [pdf] Exponential lower bound for homogeneous depth-4.

[15-Mar-2016] [pdf] Shifted partials of determinant. Exponential lower bound.

[10-Mar-2016] [pdf] Shifted partials of degree-restricted depth-4.

[08-Mar-2016]
[pdf]
Constant-depth multilinear. Multilinear formula.

[03-Mar-2016] [pdf] Measure lower bound for det, per. Constant-depth multilinear.

[01-Mar-2016] [pdf] Raz-Yehudayoff measure for multilinear depth-3.

[25-Feb-2016] [pdf] Measure lower bound for det, per, symm polynomials.

[23-Feb-2016]
[pdf] Depth-3 over finite fields.
Grigoriev-Karpinski measure.

[04-Feb-2016] [pdf] Width reduction. Formulas vs width-3. Width-2 Chasm.

[02-Feb-2016] [pdf] Interpolation. Using a basis of powers. Depth-3 Chasm.

[30-Jan-2016]
[pdf] Nontrivial reduction to constant-depth.


[28-Jan-2016] [pdf] Circuit Depth Reduction: Frontier expansion.

[21-Jan-2016] [pdf] Circuit Depth Reduction: Frontier gates, Gate quotients.

[19-Jan-2016]
[pdf] Partial derivatives.
Formula depth reduction.

[16-Jan-2016]
[pdf] Clow sequence via ABP. Homogeneous parts.

[14-Jan-2016]
[pdf] ABP vs det. Det via clows.

[12-Jan-2016]
[
pdf] Arithmetic branching program, Iterated matrix multiplication, Determinant.

[07-Jan-2016] [pdf] Determinant in VP. Newton's identity.

[05-Jan-2016] [pdf] Arithmetic complexity classes. Valiant's VP, VNP.

[31-Dec-2015] [pdf] Turing machines. Arithmetic circuits.