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Revision #3 to TR23-078 | 27th July 2023 14:55

Toward Better Depth Lower Bounds: A KRW-like theorem for Strong Composition

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Revision #3
Authors: Or Meir
Accepted on: 27th July 2023 14:55
Downloads: 179
Keywords: 


Abstract:

One of the major open problems in complexity theory is proving super-logarithmic lower bounds on the depth of circuits (i.e., $\mathbf{P}\not\subseteq \mathbf{NC}^{1}$). Karchmer, Raz, and Wigderson (Computational Complexity 5(3/4), 1995) suggested to approach this problem by proving that depth complexity of a composition of functions $f \diamond g$ is roughly the sum of the depth complexities of $f$ and $g$. They showed that the validity of this conjecture would imply that $\mathbf{P}\not\subseteq\mathbf{NC}^{1}$.

The intuition that underlies the KRW conjecture is that the composition $f \diamond g$ should behave like a "direct-sum problem", in a certain sense, and therefore the depth complexity of $f \diamond g$ should be the sum of the individual depth complexities. Nevertheless, there are two obstacles toward turning this intuition into a proof: first, we do not know how to prove that $f \diamond g$ must behave like a direct-sum problem; second, we do not know how to prove that the complexity of the latter direct-sum problem is indeed the sum of the individual complexities.

In this work, we focus on the second obstacle. To this end, we study a notion called ``strong composition'', which is the same as $f \diamond g$ except that it is forced to behave like a direct-sum problem. We prove a variant of the KRW conjecture for strong composition, thus overcoming the above second obstacle. This result demonstrates that the first obstacle above is the crucial barrier toward resolving the KRW conjecture. Along the way, we develop some general techniques that might be of independent interest.



Changes to previous version:

Simplified the lower bound on the co-non-deterministic complexity of graph equality, gave credit to de Wolf for the introduction of this problem, and added a few acknowledgements.


Revision #2 to TR23-078 | 11th July 2023 22:04

Toward Better Depth Lower Bounds: A KRW-like theorem for Strong Composition





Revision #2
Authors: Or Meir
Accepted on: 11th July 2023 22:04
Downloads: 98
Keywords: 


Abstract:

One of the major open problems in complexity theory is proving super-logarithmic lower bounds on the depth of circuits (i.e., $\mathbf{P}\not\subseteq \mathbf{NC}^{1}$). Karchmer, Raz, and Wigderson (Computational Complexity 5(3/4), 1995) suggested to approach this problem by proving that depth complexity of a composition of functions $f \diamond g$ is roughly the sum of the depth complexities of $f$ and $g$. They showed that the validity of this conjecture would imply that $\mathbf{P}\not\subseteq\mathbf{NC}^{1}$.

The intuition that underlies the KRW conjecture is that the composition $f \diamond g$ should behave like a "direct-sum problem", in a certain sense, and therefore the depth complexity of $f \diamond g$ should be the sum of the individual depth complexities. Nevertheless, there are two obstacles toward turning this intuition into a proof: first, we do not know how to prove that $f \diamond g$ must behave like a direct-sum problem; second, we do not know how to prove that the complexity of the latter direct-sum problem is indeed the sum of the individual complexities.

In this work, we focus on the second obstacle. To this end, we study a notion called ``strong composition'', which is the same as $f \diamond g$ except that it is forced to behave like a direct-sum problem. We prove a variant of the KRW conjecture for strong composition, thus overcoming the above second obstacle. This result demonstrates that the first obstacle above is the crucial barrier toward resolving the KRW conjecture. Along the way, we develop some general techniques that might be of independent interest.



Changes to previous version:

Minor fixes, and added credit to [ILO20] for introducing the graph equality problem.


Revision #1 to TR23-078 | 27th June 2023 10:37

Toward Better Depth Lower Bounds: A KRW-like theorem for Strong Composition





Revision #1
Authors: Or Meir
Accepted on: 27th June 2023 10:37
Downloads: 114
Keywords: 


Abstract:

One of the major open problems in complexity theory is proving super-logarithmic lower bounds on the depth of circuits (i.e., $\mathbf{P}\not\subseteq \mathbf{NC}^{1}$). Karchmer, Raz, and Wigderson (Computational Complexity 5(3/4), 1995) suggested to approach this problem by proving that depth complexity of a composition of functions $f \diamond g$ is roughly the sum of the depth complexities of $f$ and $g$. They showed that the validity of this conjecture would imply that $\mathbf{P}\not\subseteq\mathbf{NC}^{1}$.

The intuition that underlies the KRW conjecture is that the composition $f \diamond g$ should behave like a "direct-sum problem", in a certain sense, and therefore the depth complexity of $f \diamond g$ should be the sum of the individual depth complexities. Nevertheless, there are two obstacles toward turning this intuition into a proof: first, we do not know how to prove that $f \diamond g$ must behave like a direct-sum problem; second, we do not know how to prove that the complexity of the latter direct-sum problem is indeed the sum of the individual complexities.

In this work, we focus on the second obstacle. To this end, we study a notion called ``strong composition'', which is the same as $f \diamond g$ except that it is forced to behave like a direct-sum problem. We prove a variant of the KRW conjecture for strong composition, thus overcoming the above second obstacle. This result demonstrates that the first obstacle above is the crucial barrier toward resolving the KRW conjecture. Along the way, we develop some general techniques that might be of independent interest.



Changes to previous version:

Minor corrections.


Paper:

TR23-078 | 30th May 2023 18:41

Toward Better Depth Lower Bounds: A KRW-like theorem for Strong Composition


Abstract:

One of the major open problems in complexity theory is proving super-logarithmic lower bounds on the depth of circuits (i.e., $\mathbf{P}\not\subseteq \mathbf{NC}^{1}$). Karchmer, Raz, and Wigderson (Computational Complexity 5(3/4), 1995) suggested to approach this problem by proving that depth complexity of a composition of functions $f \diamond g$ is roughly the sum of the depth complexities of $f$ and $g$. They showed that the validity of this conjecture would imply that $\mathbf{P}\not\subseteq\mathbf{NC}^{1}$.

The intuition that underlies the KRW conjecture is that the composition $f \diamond g$ should behave like a "direct-sum problem", in a certain sense, and therefore the depth complexity of $f \diamond g$ should be the sum of the individual depth complexities. Nevertheless, there are two obstacles toward turning this intuition into a proof: first, we do not know how to prove that $f \diamond g$ must behave like a direct-sum problem; second, we do not know how to prove that the complexity of the latter direct-sum problem is indeed the sum of the individual complexities.

In this work, we focus on the second obstacle. To this end, we study a notion called ``strong composition'', which is the same as $f \diamond g$ except that it is forced to behave like a direct-sum problem. We prove a variant of the KRW conjecture for strong composition, thus overcoming the above second obstacle. This result demonstrates that the first obstacle above is the crucial barrier toward resolving the KRW conjecture. Along the way, we develop some general techniques that might be of independent interest.



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