Connectionists: 10 jobs at the Swiss AI Lab IDSIA: 5 Postdocs & 5 PhD students in Machine Learning & Cognitive Robotics
Juergen Schmidhuber
juergen at idsia.ch
Wed Jan 21 08:42:16 EST 2009
The Robot Learning Group at the Swiss AI Lab IDSIA is currently
expanding. We are seeking 5 outstanding postdocs and 5 excellent PhD
students with experience / interest in topics such as adaptive
robotics http://www.idsia.ch/~juergen/learningrobots.html , curiosity-
driven learning & intrinsic motivations based on the theory of
surprise and interestingness http://www.idsia.ch/~juergen/
interest.html , computer vision, reinforcement learning & policy
gradients for partially observable environments http://www.idsia.ch/~juergen/rl.html
, artificial evolution http://www.idsia.ch/~juergen/evolution.html ,
recurrent neural networks (RNN) http://www.idsia.ch/~juergen/
rnn.html , RNN evolution http://www.idsia.ch/~juergen/
rnnevolution.html , hierarchical reinforcement learning http://www.idsia.ch/~juergen/subgoals.html
, statistical / Bayesian approaches to machine learning, statistical
robotics http://www.idsia.ch/~juergen/statisticalrobotics.html ,
unsupervised learning http://www.idsia.ch/~juergen/ica.html , general
artificial intelligence http://www.idsia.ch/~juergen/ai.html ,
universal learning machines http://www.idsia.ch/~juergen/unilearn.html
& http://www.idsia.ch/~juergen/goedelmachine.html . Goal: to improve
the state of the art in adaptive robotics and machine learning in
general, in both theory and practice.
Funding is provided by several new EU projects, one on developmental
robotics with adaptive iCub humanoids exploring the world like little
infants, one on learning to control artificial hands with antagonistic
& stiff muscles, and one on self-reference and "humanobs." But all
postdocs and students will interact with each other and resident
IDSIAni - we are one big family! Our international project partners
include leading neuroscientists, machine learners, psychologists,
roboticists, and other experts from Germany, the UK, Italy,
Scandinavia, the US, and other countries.
Salary: commensurate with experience. Postdocs ~ SFR 72,000 / year (~
US$ 67,000 / € 48,000 / £ 46,000 as of 1/1/09). PhD fellowships: ~ SFR
38,000 / year (~ $ 35,000 as of 1/1/09). Low taxes! There is travel
funding in case of papers accepted at important conferences.
Interviews: most will take place at IDSIA in Switzerland, but we will
also arrange meetings in the period 5-17 March 2009 in the area
Washington / New York / Boston, where JS will give the AGI-09 keynote
and talks at various US East Coast labs.
Instructions and background: http://www.idsia.ch/~juergen/eu2009.html
Juergen Schmidhuber
---
IDSIA was the smallest of the world's top ten AI labs listed in the
1997 "X-Lab Survey" by Business Week magazine, and ranked in fourth
place in the category "Computer Science - Biologically Inspired".
IDSIA's most important work was done after 1997 though. It is small
but visible, competitive, and influential. Its highly cited Ant Colony
Optimization Algorithms broke numerous benchmark records and are now
widely used in industry for routing, logistics etc (today entire
conferences specialize on Artificial Ants). IDSIA is also the origin
of the first mathematical theory of optimal Universal Artificial
Intelligence and self-referential Universal Problem Solvers (previous
work on general AI was dominated by heuristics). IDSIA's artificial
Recurrent Neural Networks learn to solve numerous previous unlearnable
sequence processing tasks through gradient descent, artificial
evolution and other methods. Research topics also include complexity
and generalization issues, unsupervised learning and information
theory, forecasting, learning robots. IDSIA's results were reviewed
not only in science journals such as Nature, Science, Scientific
American, but also in numerous popular press articles in TIME, the NY
Times, der SPIEGEL, etc. Many TV shows on Tech & Science helped to
popularize IDSIA's achievements.
Switzerland is a good place for scientists. It is the origin of
special relativity (1905) and the World Wide Web (1990), is associated
with 105 Nobel laureates, and boasts far more Nobel prizes per capita
than any other nation. It also has the world's highest number of
publications per capita, the highest number of patents per capita, the
highest citation impact factor, the most cited single-author paper,
etc, etc. Switzerland also got the highest ranking in the list of
happiest countries.
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