Communication Complexity, Query Complexity and other aspects of communication
Short description:
Communication complexity right from its advent in late 70's has been a very active area of research in Theoretical Computer Science. It is one
area with very significant and far reaching connections with other areas of complexity theory. This projects intends to explore this area more
both in the classical and quantum settings and attempts to attack some of the key questions still remaining open and possibly discover other
interesting connections with other areas of complexity theory. This project includes in its scope studying other aspects of classical and quantum
communication which do not fall under the umbrella of communication complexity e.g. Remote State Preparation etc.
Details:
We will present background on some specific questions that we wish to investigate further.
- One natural question that remains open is the "Direct Product" conjecture for randomized (worst case bounded error) public coin classical
communication complexity and for entanglement assisted (worst case bounded error) quantum communication complexity. Roughly speaking the
conjecture states that if for computing k copies of a function f with (appropriate) communication complexity say c, communication less
than kc is provided, the success drops down exponentially in k. There has been some interesting progress lately. A weaker conjecture called
the "Direct Sum" has been shown to be true for one-way public coin classical and entanglement assisted quantum communication complexity by
Jain, Radhakrishnan and Sen [JRS05]. Direct sum states that if constant success is required for computing k copies of f then kc communication
is required. [JRS05] showed that Direct Sum holds in fact for all relations as well for the described complexities. In the two-way case Harsha,
Jain, McAllester and Radhakrishnan [HJMR07] (building on a result due to Jain, Radhakrishnan and Sen [JRS03]) have shown that Direct Sum holds
for the two-way classical distributional communication complexity under product distributions. For the Direct Product conjecture also there
has been interesting progress lately. It has been largely attacked and settled for product distributions in various settings of classical
communication, however non-product distributions are proving to be a tough nut to crack. Jain, Klauck, Nayak [JKN08] have shown that the Direct
Product holds, for all relations, for a complexity measure called as the "sub-distribution bound" (which is intimately connected to the
randomized public coin communication complexity) under product distributions, both in the one-way and two-way classical models. Their result
generalized and extended on a related result due to Beame, Pitassi, Segerlind and Wigderson [BPSW07] in the two-way case. [JKN08] have also
shown "Weak Direct Product" results for sub-distribution bounds, for all relations, for the two-way case both under product and non-product
distributions. A Weak Direct Product result states that if communication less than c is provided for k copies of f then the success goes down
exponentially in k. In the quantum setting the Direct Product question is widely open in most settings. Recently Ben-Aroya, Regev and de Wolf
[BARdW07] have shown that Direct Product holds for one-way quantum communication complexity of a specific, well used, function called the
Random Access Codes.
- Another question that is widely open is trying to show separation between quantum and classical communication complexities for total
functions. In contrast to the case of relations and partial functions in which strong exponential advantage has been exhibited for quantum
protocols, the best separation known for total functions is quadratic in the two-way case and no-asymptotic separation in the one-way case.
Due to the lack of better separation exhibited, researchers are strongly conjecturing that these are the best possible. Recently new upper
bounds on one-way classical communication complexity and new lower bounds on one-way quantum communication complexity have been shown by Jain
and Zhang [JZ08] with intention to bridge the gap between classical and quantum complexities so as to possibly prove no separation. Their
upper bound extends the well known upper bound of Kremer, Nisan and Ron [KNR95], and bounds the distributional one-way communication complexity
for functions, under a given non-product distribution in terms of their VC dimension and the "mutual information" under the given distribution.
They also lower bound the distributional quantum communication complexity for total and partial functions under a given product distribution in
terms of the "rectangle bound" under the given distribution. This lower bound along with a tight relation between rectangle bound and dististributional
complexity under product distributions shown by [JKN08], implies that there is no-separation between quantum and classical distributional complexities
for total and partial function under product distribution. This no-separation under product distributions was previously known only for boolean
functions. The quantum lower bound of [JZ08] also implied that every boolean classical extractor is also a good quantum extractor. This result was
previously known due to [KT08] where it was shown using properties of the so called "pretty good measurement". If the lower bound of [JZ08] also
applied to non-product distribution then it would have implied that the quantum public coin complexity would be equal to classical public coin
complexity due to a Yao [Y77] like connection shown by [JKN08] between one-way rectangle bounds and randomized public coin communication complexity.
However unfortunately this is not true as is implicit in the work of Gavinsky, Kempe, Kerenedis, Raz, de Wolf [GKKRdW07]. Also recently Zhang [Z08]
exhibited that no known technique to bound quantum communication complexity is tight for all functions. So new techniques might be needed to be
discovered so as to attack the no-separation conjecture in the one-way case.
- The third problem that we wish to investigate concerns studying the role of entanglement in quantum communication protocols. It is a big open
question as to how much entanglement is enough in quantum communication protocols with the best possible communication usage. For classical protocols
this question was answered long time back by Newman [N96] when he showed that O(log n) bits of shared randomness is enough for computing any function
or relation with n bits of inputs. In contrast the best known bound for quantum protocols is "Infinity" ! Jain, Radhakrishnan and Sen [JRS05] have
however shown the Newman's style black-box reduction is not possible with quantum protocols. Newman's reduction was black-box in the sense that it
did not require the communicating parties to change their actions while the protocol was transformed to use only O(log n) bits of randomness. Recently
Jain, Klauck, Nayak [JKN08] and Gavinsky [G07] have shown that there are protocols for some relations for which the communication requirement shoots
up exponentially if the entanglement used is reduced even by a multiplicative log factor. There is recently a result due to Leung, Toner, Watrous
[LTW08] in which they show that there is a sequence of distributed tasks that require more and more entanglement which in the limit goes to infinity.
Progress
Direct Sum and Direct Product results in different models and settings of communication complexity have been shown. They roughly state that the
resources required for computing k-copies together are k-times the resources required for one instance of the problem. These results appear
in the papers titled: "New Results in the Simultaneous Message Passing Model", "Direct product theorems for classical communication complexity
via sub-distribution bounds", "A Strong Direct Product Theorem for Disjointness". Similar results have also been obtained in the area of query
complexity in the paper titled: "Optimal Direct Sum Results for Deterministic and Randomized Decision Tree Complexity".
New general lower bound methods in Communication complexity and Query Complexity are proposed in "The Partition Bound for Classical Communication
Complexity and Query Complexity" which are the strongest lower bounds known. New general upper bounds for classical communication complexity and
new general lower bounds are proposed in "New bounds on classical and quantum one-way communication complexity".
Novel methods for generating correlations among remote parties was exhibited in "The communication complexity of correlation". New lower bounds
on the communication complexity of AND-OR Trees is shown in "Depth-Independent Lower bounds on Communication Complexity of Read-Once Boolean Functions".
Lower bounds on space required by streaming algorithms for the problem of recognizing well-parenthesized expression is shown in "The space complexity of
recognizing well-parenthesized expression".
Publications
- R. Jain, H. Klauck. New Results in the Simultaneous Message Passing Model. The 24th IEEE Conference on Computational Complexity (CCC),
2009. arxiv.org:0902.3056
- R. Jain, S. Zhang. New bounds on classical and quantum one-way communication complexity. Theoretical Computer Science, 2008.
arxiv.org:0802.4101
- R. Jain, H. Klauck, A. Nayak. Direct product theorems for classical communication complexity via sub-distribution bounds.
In proceedings of The 40th ACM Symposium on Theory of Computing (STOC) 2008.
- P. Harsha, R. Jain, D. Mc. Allester, J. Radhakrishnan. The communication complexity of correlation. IEEE Transactions on Information
Theory, 2009. Extended abstract In Proceedings of 22nd IEEE Conference on Computational Complexity (CCC), 2007.
- H. Klauck. A Strong Direct Product Theorem for Disjointness. 42nd ACM Symposium on Theory of Computing (STOC), 2010.
arxiv.org:0908.2940
- R. Jain, H. Klauck, S. Zhang. Depth-Independent Lower bounds on Communication Complexity of Read-Once Boolean Functions,
The 16th Annual International Computing and Combinatorics Conference (COCOON) 2010.
arxiv.org:0908.4453
- R. Jain, H. Klauck. The Partition Bound for Classical Communication Complexity and Query Complexity.
The 25th IEEE Conference on Computational Complexity (CCC), 2010.
arxiv.org:0910.4266
Pre-Prints
- Rahul Jain, Hartmut Klauck, Miklos Santha. Optimal Direct Sum Results for Deterministic and Randomized Decision Tree Complexity.
arxiv.org:1004.0105
- Rahul Jain, Ashwin Nayak. The space complexity of recognizing well-parenthesized expression.
arxiv.org:1004.3165.
References
- A. C-C. Yao. "Probabilistic computations: Toward a unified measure of complexity." In Proceedings of the 18th IEEE Conference on
Foundations of Computer Science, pages 222–227, 1977.
- I. Kremer, N. Nisan, and D. Ron. "On randomized one-round communication complexity." In Proceedings of The 27th ACM
Symposium on Theory of Computing (STOC), pages 596–605, 1995.
- I. Newman. "Public vs. private coin flips in one round communication games." In Proceedings of the twenty-eighth annual ACM symposium
on Theory of computing, pages 561 - 570, 1996.
- R. Jain, J. Radhakrishnan, P. Sen. "A direct sum theorem in communication complexity via message compression." In
Proceedings of the 30th conference on the International Colloquium on Automata Languages and Programming (ICALP), 2003.
- R. Jain, J. Radhakrishnan, P. Sen. "Prior entanglement, message compression and privacy in quantum communication." In Proceedings
of 20th IEEE Conference on Computational Complexity (CCC), 2005.
- R. T. Konig and B. M. Terhal. "The bounded-storage model in the presence of a quantum adversary." IEEE
Transactions on Information Theory, 54(2):749–762, 2008.
- P. Beame, T. Pitassi, N. Segerlind, and A. Wigderson. "A direct sum theorem for corruption and a lower bound for the
multiparty communication complexity of Set Disjointness." Computational Complexity, 2007.
- D. Gavinsky, J. Kempe, I. Kerenidis, R. Raz, and R. de Wolf. "Exponential separations for one-way quantum communication
complexity, with applications to cryptography." In Proceedings of The 39th Annual ACM Symposium on Theory of Computing (STOC), pages 516–525, 2007.
- A. Ben-Aroya, O. Regev, R. de Wolf. "A Hypercontractive Inequality for Matrix-Valued Functions with Applications to Quantum Computing",
49th Annual IEEE Symposium on Foundations of Computer Science (FOCS), 2008.
- D. Leung, B. Toner, J. Watrous. "Coherent state exchange in multi-prover quantum interactive proof systems." Manuscript, 2008.
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