Leslie Gabriel Valiant
28 March 1949
Theoretical computer science
Computational learning theory
|Thesis||Decision Procedures for Families of Deterministic Pushdown Automata (1974)|
|Doctoral advisor||Mike Paterson|
Leslie Gabriel Valiant  (born 28 March 1949) is a British American computer scientist and computational theorist. He is currently the T. Jefferson Coolidge Professor of Computer Science and Applied Mathematics at Harvard University. Valiant was awarded the Turing Award in 2010, having been described by the A.C.M. as a heroic figure in theoretical computer science and a role model for his courage and creativity in addressing some of the deepest unsolved problems in science; in particular for his "striking combination of depth and breadth".
Research and career
Valiant is world-renowned for his work in theoretical computer science. Among his many contributions to complexity theory, he introduced the notion of #P-completeness ("sharp-P completeness") to explain why enumeration and reliability problems are intractable. He also introduced the "probably approximately correct" (PAC) model of machine learning that has helped the field of computational learning theory grow, and the concept of holographic algorithms. In computer systems, he is most well-known for introducing the bulk synchronous parallel processing model. His earlier work in automata theory includes an algorithm for context-free parsing, which is (as of 2010) still the asymptotically fastest known. He also works in computational neuroscience focusing on understanding memory and learning.
Valiant's 2013 book is Probably Approximately Correct: Nature's Algorithms for Learning and Prospering in a Complex World. In it he argues, among other things, that evolutionary biology does not explain the rate at which evolution occurs, writing, for example, "The evidence for Darwin's general schema for evolution being essentially correct is convincing to the great majority of biologists. This author has been to enough natural history museums to be convinced himself. All this, however, does not mean the current theory of evolution is adequately explanatory. At present the theory of evolution can offer no account of the rate at which evolution progresses to develop complex mechanisms or to maintain them in changing environments."
Valiant started teaching at Harvard University in 1982 and is currently the T. Jefferson Coolidge Professor of Computer Science and Applied Mathematics in the Harvard School of Engineering and Applied Sciences. Prior to 1982 he taught at Carnegie Mellon University, the University of Leeds, and the University of Edinburgh.
Awards and honors
Valiant received the Nevanlinna Prize in 1986, the Knuth Prize in 1997, the EATCS Award in 2008, and the Turing Award in 2010. He was elected a Fellow of the Royal Society (FRS) in 1991, a Fellow of the Association for the Advancement of Artificial Intelligence (AAAI) in 1992, and a member of the United States National Academy of Sciences in 2001. Valiant's nomination for the Royal Society reads:
Valiant has contributed in a decisive way to the growth of almost every branch of theoretical computer science. His work is concerned mainly with quantifying mathematically the resource costs of solving problems on a computer. In early work (1975) he found the asymptotically fastest algorithm known for recognising context-free languages. At the same time, he pioneered the use of communication properties of graphs for analysing computations. In 1977 he defined the notion of #P-completeness ("sharp-P") and established its utility in classifying counting or enumeration problems according to computational tractability. The first application was to counting matchings (the matrix permanent function). In 1984 Valiant introduced a definition of inductive learning that for the first time reconciles computational feasibility with the applicability to non-trivial classes of logical rules to be learned.* More recently he has devised a scheme for efficient routing of communications in a multiprocessor system. He showed that the overheads involved even in a sparse network need not grow with the size of the system. This establishes, from a theoretical viewpoint, the possibility of efficient general purpose parallel computers.
The citation for his A.M. Turing Award reads:
For transformative contributions to the theory of computation, including the theory of probably approximately correct (PAC) learning, the complexity of enumeration and of algebraic computation, and the theory of parallel and distributed computing.
- Valiant, L.; Vazirani, V. (1986). "NP is as easy as detecting unique solutions" (PDF). Theoretical Computer Science. 47: 85–93. doi:10.1016/0304-3975(86)90135-0.
- Valiant, L. G. (1979). "The Complexity of Enumeration and Reliability Problems". SIAM Journal on Computing. 8 (3): 410–421. doi:10.1137/0208032.
- Leslie Valiant at the Mathematics Genealogy Project
- "Leslie Valiant FRS". London: Royal Society. 1991.
- DServe Archive Catalog Show
- "Leslie G. Valiant - A.M. Turing Award Laureate". A.M. Turing Award. Retrieved 9 January 2019.
- Hoffmann, L. (2011). "Q&A: Leslie Valiant discusses machine learning, parallel computing, and computational neuroscience". Communications of the ACM. 54 (6): 128. doi:10.1145/1953122.1953152.
- Anon (2017). "Valiant, Prof. Leslie Gabriel". Who's Who. ukwhoswho.com (online Oxford University Press ed.). A & C Black, an imprint of Bloomsbury Publishing plc. doi:10.1093/ww/9780199540884.013.U40928. (Subscription or UK public library membership required.) (subscription required)
- Leslie Valiant author profile page at the ACM Digital Library
- Wigderson, A. (2009). "The work of Leslie Valiant". Proceedings of the 41st annual ACM symposium on Symposium on theory of computing - STOC '09. pp. 1–2. doi:10.1145/1536414.1536415. ISBN 9781605585062. S2CID 15370663.
- Leslie G. Valiant at DBLP Bibliography Server
- Valiant, Leslie (1984). "A theory of the learnable" (PDF). Communications of the ACM. 27 (11): 1134–1142. doi:10.1145/1968.1972. S2CID 12837541.
- "CV of Leslie G. Valiant" (PDF). Harvard University. Retrieved 9 January 2019.
- Valiant, Leslie (1973). Decision procedures for families of deterministic pushdown automata. warwick.ac.uk (PhD thesis). University of Warwick. OCLC 726087468. EThOS uk.bl.ethos.475930.
- Basic Books, ISBN 9780465032716
- David Peleg The EATCS Award 2008 – Laudatio for Professor Leslie Valiant European Association of Theoretical Computer Science.
- Josh Fishman "‘Probably Approximately Correct’ Inventor, From Harvard U., Wins Turing Award" Chronicle of Higher Education 9 March 2011.
- ACM Turing Award Goes to Innovator in Machine Learning ACM Computing News
- Elected AAAI Fellows Association for the Advancement of Artificial Intelligence.
- Member Directory: Leslie G. Valiant National Academy of Sciences.
- Gregory Valiant Homepage
- Paul Valiant's homepage