n-Queens Completion is NP-Complete

Update, 2021

Over the years since we published this research, many people have approached us having solved the n queens puzzle, either for one n like 8 or 1000, or having written an algorithm to solve it for different sizes.  Unfortunately this is not a major result in Computer Science and does not make one eligible to claim the $1M Clay prize. Many have been disappointed by this so we want to clarify why  this is the case. 

It is true that work on this problem could potentially result in the award but only if some exceptionally difficult conditions are met.

  • EITHER prove mathematically that NO possible algorithm could solve the n queens completion problem in polynomial time;
  • OR prove that there is an algorithm which is guaranteed to solve every instance of the n queens completion problem in polynomial time. Note that in this case the algorithm has to work on the completion version of the problem studied in our paper, not placing queens on an empty board; the algorithm has to give the correct answer on every possible instance given to it; and there has to be a mathematical proof that the algorithm’s runtime is bounded above by some polynomial in the size of the board.  However fast a given algorithm runs when tested, this is not sufficient because there are an infinite number of possible tests available, so a mathematical proof is required.
  • AND in either case, prove this at a level that is published in a respected academic source and is widely accepted by research experts as correct.

We are delighted that our work has led so many people to be interested in the problem of solving problems like the n queens puzzle that fascinates us.  But we also apologise for any impression we gave, unintentionally, that a solution to the n queens puzzle could lead to the award of the prize except under the extremely strenuous conditions listed above.

Ian Gent, 10 May 2021

Original Post from 2017:

Ian Gent, Christopher Jefferson and Peter Nightingale have shown that a classic chess puzzle is NP-Complete. Their paper “Complexity of n-Queens Completion” was published in the Journal of Artificial Intelligence Research on August 30, 2017.

The n-Queens puzzle is a classic chess problem: given a chessboard of size n by n, can you place n queens so that no two queens attack each other?  That is, can you place the queens with no two queens are on the same row, column, or diagonal? The n-Queens puzzle has long been known to be simple to solve:  you can solve the problem for all n except 2 and 3, and solutions for all other n can be described in a few lines.  This very simplicity has led to repeated

Peter Nightingale and Ian Gent at Falkland Palace, Wednesday, 17 August 2017.
©Stuart Nicol Photography, 2017

controversy in Artificial Intelligence (AI). The n-Queens puzzle is often used as a benchmark problem, but good results on the problem can always be challenged because the problem is so simple to solve without using AI methods.

The new work follows a challenge on Facebook on New Year’s Day, 2015, when a friend of Ian’s asked him how hard n-Queens is if some queens were already placed on the board.  It turns out, this version (dating from 1850) of the puzzle is only two years younger than the more famous n-Queens problem. The picture shows Peter (left) and Ian (right) with queens on the board at positions suggested by Nauck in 1850, the squares b4 and d5.  Can you put another 6 queens on the board so that the entire board is a solution of 8-Queens?  The general version with some number of queens preplaced on an n by n board is the n-Queens Completion puzzle.

 

With queens at b4 and d5, can you place 6 more queens to get a solution to the 8-queens puzzle? ©Stuart Nicol Photography, 2017

Ian, Christopher and Peter have shown that the n-Queens puzzle is in fact hard, not simple.  It belongs to the complexity classes NP-Complete and #P-Complete. Other NP-Complete problems include the “travelling salesperson problem”, finding cliques in graphs, and many other important problems, from scheduling to circuit layout. This puts n-Queens Completion at the centre of the most important theoretical problem in computer science — it has long been known that either all NP-complete problems are easy, or none of them are. Most computer scientists believe that this means there is no efficient algorithm possible for solving this problem, compared to the very simple techniques long known for n-Queens.
The importance of this work is that it provides researchers with a benchmark that can be used for evaluating AI techniques. Moreover, it helps to explain why so many AI techniques have been used on the n-Queens puzzle. Most techniques do most of their work with some queens partially placed, using some form of (hopefully intelligent) trial and error. In fact it turns out that many researchers – in order to solve a simple problem – have solved it by turning the simple problem of n-Queens into the hard problem of n-Queens Completion.
It does seem that AI researchers should not use n-Queens as a benchmark, but the very closely related n-Queens Completion puzzle is a valid benchmark. As well as the theoretical results, the paper shows how example instances can be generated which appear to be hard in practice. Some caution is still needed, though. It does seem to be quite hard to generate hard instances of n-Queens Completion.
The University has also issued an article on the same paper, under the title “Simple” chess puzzle holds key to $1m prize

MSc Poster Demo Session 2017

After a year of hard work, and an intensive summer dissertation, our MSc students submitted their dissertations last week and presented their project posters and artefacts.

The eventful poster demonstration session provides a great opportunity for students to meet with second markers, reflect upon their MSc experience and appreciate the diverse projects completed by their peers. This year, students organised a School sponsored CS Ball, to celebrate their achievement.

We wish them all, every success with future plans, and look forward to seeing them again at December Graduation.

Images courtesy of Saleem Bhatti and Xu Zhu.

Postgraduate Dinner at Fairmont Hotel

Postgraduate student, Paul Dobra organised an end of semester celebratory dinner at the Fairmont Hotel in April. The social event marked the end of teaching and provided a chance to relax before the commencement of dissertation. Paul supplied comments and shared some photos from the occasion.

“There are rather few occasions not to be happy when you are surrounded by friends and family. Even better so when your friends are like your family, and in true computer science spirit the end of the second semester finished in a grand style: enjoying the scenic view of the North Sea from the balcony of the Fairmont Hotel and Restaurant, approximately 60 postgraduates celebrated their friendship and the successful completion of deadlines. Consisting of a lavish three-course meal and blessed with amazing weather, the event was a reminder of the true, everlasting bonds that can be forged outside university.”

Images and text courtesy of Paul Dobra

Monads and Lenses – Dr James Cheney

Talk Title:  Monads and Lenses

Abstract:

Monads are an abstraction that can be used to mathematically model computational effects (among other things).  Lenses are an abstraction for bidirectional computation, a generalization of the view-update problem.  In this talk I will discuss ways to combine them and why it might be interesting to do so.

 

This talk is on joint work with Faris Abou-Saleh, Jeremy Gibbons, James McKinna and Perdita Stevens conducted as part of the recently-concluded project “A theory of least change for bidirectional transformations”.

Event details

  • When: 17th July 2017 13:00 - 14:00
  • Where: Cole 1.33a
  • Format: Colloquium, Seminar

First ever Computer Science Ball

We would like to cordially invite all staff, students, and alumni to this historic CS event in the making. As you know, other schools in St Andrews have their own annual ball e.g. chem-ball, physics-ball, bull-and-bear (economics) ball etc. For a while, we have wanted our own CS ball – and thanks to a team of keen MSc students and sponsorship from the School of Computer Science – the ball is finally happening!

The tickets available from https://www.eventbrite.co.uk/e/first-ever-cs-ball-smurfalicious-blue-ball-tickets-35035549271 are priced at £39.95, which includes:

  • Full 3 course dinner (starter, main, dessert) with 4 options each to choose from – including vegan/vegetarian/pescaterian options and adjustments for Halal etc.
  • A glass of champagne or a non-alcoholic mocktail
  • A Ceilidh till midnight
  • Return transport by coach from St Andrews to The Old Manor Hotel

The ball will strengthen our sense of fellowship, between all staff and students, and not least as a school. But as you all know very well, we are not just a school, we are a family – the St Andrews #csfamily. Hope to see many of you there!

FAQ:

https://www.smurf.com/

Info and files provided by Shyam Reyal

Computer Science: June Graduation 2017

Congratulations to our Senior Honours Class of 2017, MSci Honours students and our PhD students Dr Anne-Marie Mann, Dr Ildiko Pete, Dr Yuchen Zhao and Dr Michael Mauderer, who graduated on Wednesday. Students were invited to a reception in the School prior to the ceremony, to celebrate their achievement with staff, friends and family. We echo the sentiments expressed by our Head of School, Professor Steve Linton, during his Graduation address.

“For what you have achieved here, we are so proud of you. For what you will achieve, we wait eagerly and will always be proud. And wherever you are, we hope you will always regard St Andrews as a place you can call home.”

Our graduates will indeed move on to a wide variety of interesting and challenging employment and further study opportunities, and we wish them all well with their future careers.


Images courtesy of Annemarie Paton and Ryo Yanagida.

DHSI Seminar Series (Digital Health Science Initiative)

“Addiction”

Seminar Room 1 School of Medicine

12:00: Alex Baldacchino- Introduction

12:15: Ognjen Arandjelović & Aniqa Aslam- Understanding Fatal and Non-Fatal Drug Overdose Risk Factors in Fife: Overdose Risk (OdRi) tool

12:45: Damien Williams & Fergus Neville- Transdermal alcohol monitoring

13:15: David Harris-Birtill & David Morrison- Narco Cat – waste water analysis in substance misuse – a novel epidemiological tool

13:15 – 14.00: All Questions & Opportunities

Event details

  • When: 14th June 2017 12:00 - 14:00
  • Where: N Haugh, St Andrews
  • Format: Seminar

Dr. Ornela Dardha’ talk: Session Types Revisited

Event Location: School of Medicine, Seminar room 1

Abstract:
Session types are a formalism to model structured communication-based programming. A session type describes communication by specifying the type and direction of data exchanged between two parties. We show that session types are encodable in more primitive and foundational pi-calculus types. Besides providing an expressivity result, the encoding: (i) removes redundancies in the syntax of session types, and (ii) yields standard properties of session types as straightforward corollaries, exploiting the corresponding properties of standard typed pi-calculus. The robustness of the encoding is tested on a few extensions of session types, including subtyping, polymorphism, and higher-order communications. In this talk we present the encoding, some of its applications and recent developments.

 

Event details

  • When: 4th July 2017 14:00 - 15:00
  • Where: N Haugh, St Andrews
  • Format: Seminar