~/talk

Geometric Complexity Theory and Tensor Rank

Talkat Geometric Complexity Theory 2014 · 2014-09-15..09-19· [machine-learning]
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slides:none on file

Generalizes Strassen’s degree-4 vanishing equations to degree 3k+1 polynomials that vanish on tensors of border rank ≤ 3k, producing a nontrivial lower bound for the border rank of matrix multiplication (with a subtle “−2” adjustment when evaluated). Method uses GL(n)^3 representation theory: restrict to highest-weight vectors built from Young symmetrizers/three-tableau triples, evaluate by a hypergraph chromatic-number argument to prove vanishing, and then check nonvanishing on the matrix multiplication tensor (technical). Also applies to support rank and reproves the 2×2 case border rank 7.

AI-written summary · about

  1. 0:00Introduction to GCT
  2. 5:05Tensors and group action
  3. 9:38Representation theory basics
  4. 13:54Highest weight vectors
  5. 21:10Tableau combinatorics
  6. 27:26Vanishing and graph theory
  7. 34:59Conclusion and discussion
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