We are delighted to announce the talk given by Changhyun Kwon
(KAIST/Omelet, Inc.). The title is " Learning-Based Approaches to
Combinatorial Optimization in Transportation ". The seminar will take
place on Zoom on Wednesday, October 15 at 13:00 UTC.
Join Zoom Meeting
https://cesnet.zoom.us/j/96320878964?pwd=0IzVyJYar5VdTRAJIYtRHU8qxkSNes.1
Meeting ID: 963 2087 8964
Passcode: 883125
You can follow the seminar online or offline on our Youtube channel as
well:
https://www.youtube.com/channel/UCUoCNnaAfw5NAntItILFn4A
The abstract follows.
Combinatorial optimization problems arising in transportation are often
NP-hard, making them computationally challenging to solve at scale.
Recent advances in machine learning have opened new avenues for tackling
such problems, either as standalone solution strategies or by enhancing
traditional optimization algorithms. This talk surveys a spectrum of
learning-based approaches for transportation optimization, including:
(i) end-to-end learning models, (ii) integration within exact
algorithms, (iii) learning to guide local search, (iv) accelerating
metaheuristics, (v) embedding within optimization formulations, and (vi)
test-time search strategies. This talk will discuss the principles
behind each approach, highlight representative applications, and reflect
on both their current potential and open challenges for the future of
transportation optimization.
The next talk in our series will be:
Zijie Zhou (IEDA, HKUST) | October 29 | Efficient and Robust Large
Language Model (LLM) Inference Scheduling Optimization
For more details, please visit https://schedulingseminar.com/
With kind regards
Zdenek Hanzalek, Michael Pinedo and Guohua Wan
--
Zdenek Hanzalek
Industrial Informatics Department,
Czech Institute of Informatics, Robotics and Cybernetics,
Czech Technical University in Prague,
Jugoslavskych partyzanu 1580/3, 160 00 Prague 6, Czech Republic
https://rtime.ciirc.cvut.cz/~hanzalek/
**********************************************************
*
* Contributions to be spread via DMANET are submitted to
*
* DMANET@zpr.uni-koeln.de
*
* Replies to a message carried on DMANET should NOT be
* addressed to DMANET but to the original sender. The
* original sender, however, is invited to prepare an
* update of the replies received and to communicate it
* via DMANET.
*
* DISCRETE MATHEMATICS AND ALGORITHMS NETWORK (DMANET)
* http://www.zaik.uni-koeln.de/AFS/publications/dmanet/
*
**********************************************************
Posts
