19th International Conference on


Parallel Problem


Solving From Nature


August 29 - September 2, 2026


Trento, Italy

PPSN Logo University of Trento Logo

Welcome to PPSN 2026!

The International Conference on Parallel Problem Solving From Nature (PPSN) is a biannual open forum fostering the study of natural models, iterative optimization heuristics, machine learning, and other artificial intelligence approaches. PPSN was originally designed to bring together researchers and practitioners in the field of Natural Computing, the study of computing approaches that are gleaned from natural models. Today, the conference series has evolved and welcomes works on all types of iterative optimization heuristics. Notably, we also welcome submissions on connections between search heuristics and machine learning or other artificial intelligence approaches. Submissions covering the entire spectrum of work, ranging from rigorously derived mathematical results to carefully crafted empirical studies, are invited.

All information regarding the conference organization, papers/tutorials/workshops, submission, registration, venue, etc. will be provided and constantly updated on this website and on our social media channels.

In case of any additional inquiries, please do not hesitate to contact us at ppsn2026@unitn.it.

See you soon in Trento, Italy!

Giovanni Iacca, PPSN 2026 Conference Chair

Call for Papers

Program Chairs:
Doina Bucur, Antonio Della Cioppa, Ting Hu, Eric Medvet

Submission Guidelines

All papers must be original and not simultaneously submitted to another journal or conference.

Papers must be submitted as PDF files in Springer LNCS style through the conference submission portal. The page limit is 14 pages, excluding references.

Authors' names need not be hidden for the (single blind) reviewing process. Springer's instructions for authors of proceedings in computer science (which includes LNCS) are available here.

Springer's proceedings LaTeX templates are available on Overleaf. If authors wish to include supplementary material, we suggest they host a separate document online (e.g., Zenodo) and cite it appropriately within the paper.

We draw the attention of contributing authors to Springer's Code of Conduct and AI Authorship Policy.

Paper submission website

Paper Presentation and Publishing

Following PPSN's unique tradition, all accepted papers will be presented during the poster sessions and will be included in the proceedings.

For this purpose, please prepare a poster in DIN A0 portrait format once your full paper has been accepted.

The proceedings will be published in the Lecture Notes in Computer Science (LNCS) series by Springer.

Important Dates

Paper submission deadline:
March 28, 2026
April 18, 2026

Paper review due:
May 11, 2026

Notification of acceptance:
May 22, 2026

Camera-ready papers due:
June 12, 2026

All deadlines are at the end of the day,
Anywhere on Earth (AoE).

Workshops

Workshop Chair:
Sarah Thomson

Bayesian and surrOgate-aSsisted Search and Optimisation (BOSS)Website
Tinkle Chugh, Alma Rahat, Paul Kent and George de Ath


Evolutionary Computation and Explainable AI (ECXAI)Website
Jaume Bacardit, Alexander Brownlee, Stefano Cagnoni, Martin Fyvie, Giovanni Iacca and David Walker


Nature-Inspired Computation on High-Performance SystemsWebsite
Mark Coletti, Philippe Codognet, El-Ghazali Talbi and Swetha Varadarajan


Quantum vs Classical Optimisation: Synergies and BoundariesWebsite
Zakaria Abdelmoiz Dahi and Pascal Halfmann


Tailoring Optimization Approaches with Domain KnowledgeWebsite
Elena Raponi, Vanessa Volz, Carola Doerr and Joshua Knowles


Tutorials

Tutorial Chair:
Yuri Lavinas

Advanced
Advances in Evolutionary Algorithm Hyper-Heuristics
Nelishia Pillay


Introductory
A Gentle Introduction to Theory (for Non-Theoreticians)
Benjamin Doerr


Advanced
AI for Security, Security for AI: Practical Methods and Research Frontiers
Stjepan Picek and Domagoj Jakobović


Introductory
Bayesian Optimization
Juergen Branke, Ivo Couckuyt, Sebastian Rojas Gonzalez and Elena Raponi


Advanced
Coevolution for Multi-Model Neural Networks: Training Beyond End-to-End Gradients
Jamal Toutouh and Una-May O’Reilly


Introductory
CMA-ES
Youhei Akimoto and Nikolaus Hansen


Advanced
Constraint-Handling Techniques used with Evolutionary Algorithms
Carlos A. Coello Coello


Introductory
Engineering greener evolutionary algorithms
JJ Merelo-Guervos


Advanced
Evolutionary Algorithms and Quantum Computing: Connections and Opportunities.
Darrell Whitley


Advanced
Evolutionary Multi-Objective Algorithms for Constrained Single-Objective Combinatorial Optimization Problems: Theory and Applications
Frank and Aneta Neumann


Introductory
Foundations and Frontiers of Landscape Analysis
Gabriela Ochoa, Arnaud Liefooghe, Katherine Malan and Sébastien Verel


Introductory
Genetic Improvement: Improving real-world software using computational search
Alexander (Sandy) Brownlee, John Woodward and Markus Wagner


Introductory Advanced
GPU Genetic Programming and the Beagle System
Nathan Haut, Ilya Basin and Wolfgang Banzhaf


Introductory
Large Language Model driven Automated Algorithm Design with Evolutionary Computing
Niki van Stein, Anna V. Kononova, Roman Senkerik, Adam Viktorin, Michal Pluhacek and Thomas Bäck


Introductory
Linkage Learning for Discrete Optimization (+ Model-based Evolutionary Algorithms)
Peter A. N. Bosman, Michal Witold Przewozniczek and Dirk Thierens


Introductory
Performance Evaluation of Unconstrained and Constrained Multi-Objective Evolutionary Algorithms on Artificial and Real-World Problems
Lie Meng Pang and Hisao Ishibuchi


Introductory
Robot Evolution
Gusz Eiben


Introductory
Structural bias in optimisation algorithms
Anna V. Kononova, Niki van Stein and Jakub Kudela


Introductory
Theory of Popular Multiobjective Evolutionary Algorithms
Andre Opris and Joshua Knowles


Introductory
Theory of Population-based Evolutionary Algorithms on Complex Fitness Landscapes
Per Kristian Lehre and Duc Cuong Dang


Advanced
Tools and Algorithms for Machine-Learning-Based and Deep-Learning-Based Evolutionary Computation
Achiya Elyasaf and Eliad Shem-Tov


Call for Sponsors

We are looking for sponsors to support and partner with this core A-rank conference. By sponsoring PPSN, your organization will gain visibility within the international research community and contribute to shaping one of the leading events in the field. For sponsorship opportunities and details, please feel free to contact us. We will be happy to discuss this further and provide all needed information.

For sponsorship opportunities and details, contact us at ppsn2026@unitn.it. We will be happy to discuss this further and provide all needed information.






LNCS Proceedings

We are proud to announce that our proceedings will be published as part of the Lecture Notes in Computer Science (LNCS). Free access to the conference publications will be provided right before the conference.

"The series Lecture Notes in Computer Science (LNCS), including its subseries Lecture Notes in Artificial Intelligence (LNAI) and Lecture Notes in Bioinformatics (LNBI), has established itself as a medium for the publication of new developments in computer science and information technology research and teaching. The cornerstone of LNCS's editorial policy is its unwavering commitment to report the latest results from all areas of computer science and information technology research, development, and education.

LNCS has always enjoyed close cooperation with the computer science R & D community, with numerous renowned academics, and with prestigious institutes and learned societies. Our mission is to serve this community by providing an invaluable publication service.

LNCS commenced publication in 1973 and rapidly attracted attention, not least because of its unprecedented publication turnaround times. In the late 1990s we developed a systematic approach to providing LNCS in a full-text electronic version, in parallel to the printed books. Another new feature introduced in the late 1990s was the conceptualization of a couple of color-cover sublines. Still, original research results reported in proceedings and post proceedings remain the core of LNCS."

Registration

Early Registration
(HARD DEADLINE July 12, 2026)
Late Registration
(HARD DEADLINE JULY 31, 2026)
Regular Registration 650.00 € 850.00 €
Discounted Registration* 450.00 € 650.00 €
*These discounted fees are reserved to Bachelor/Master students (certification required), retired people (certification required), and workshop/tutorial organizers (the names will be verified by the Organizing Committee). However, please note that for each accepted paper, there must be a regular registration.
NOTE: One single regular registration is enough to cover multiple accepted papers from the same author.


Compulsory attachments required during the registration process (only for specific categories of registrants):
Authorization document ONLY for registrants affiliated with UNITN.
Invoice data request ONLY for registrants affiliated with other Italian institutions.


Registration link

Registration and Cancellation Policy

The registration of participation is binding.

At least one author of an accepted paper must complete their registration by the camera-ready deadline of June 12, 2026, and attend the conference to present the corresponding poster in order for it to be included in the conference proceedings.

As soon as your registration has been successfully completed, an online invoice will be emailed to you. The conference fee must be paid within 7 days of registration. After the early bird registration deadline, the regular participation fee will be charged.

Participation is not guaranteed until full payment of the registration fee is received.

Cancellations received at least four weeks prior to the conference will be eligible for a full refund. Cancellations submitted less than four weeks before the event will not be eligible for a refund.

Please note that you have the right to nominate someone else from the same organization to attend the conference in your place within three days prior to the conference opening. Please inform us via email at ppsn2026@unitn.it if you wish for your place to be taken by a colleague.

Please note that parts of the program may still be subject to change.

Payments (only registration fee) will be refunded if the conference will be canceled by the organizer. In that case, the organizer will have no further liability to the client. Registrations remain valid if the conference has to be postponed.

One single regular registration is enough to cover multiple accepted papers from the same author.

Conference Location and Venue

PPSN 2026 will be hosted at the University of Trento. Located in the middle of one of the most beautiful mountain regions in northern Italy, Trento is a medium-sized city, just a few kilometers away from the Dolomites and the Garda Lake, famous for its cultural and sports activities. In the last decade, Trento has established itself as an internationally recognised center for AI, offering a rich ecosystem of research institutions and R&D companies, and hosting an ELLIS Unit.

Traveling — How to get to Trento?

European Flights ✈️

Via Verona Airport
Bus (see the website for further informations) to "Verona Porta Nuova" train station, then direct trains to Trento. Italian trains website
Via Bergamo Airport
Bus (see the website for further informations) to "Verona Porta Nuova" train station, then direct trains to Trento. Italian trains website

Intercontinental Flights 🌍

Via Malpensa Airport
Train from airport to Milan Central Station. From there, high-speed or regular trains to Verona or Trento. Italian trains website
Via Venice Airport
Bus to "Venezia Mestre" train station. From there, high-speed or regular trains to Verona or Trento. Italian trains website

Trains 🚆

Trento is served by Italian railways and Austrian railways.

Flixbus 🚌

Trento is served by Flixbus, there are some direct buses, usually from Austria, that will stop in Trento.

Accommodation 🏨

A list of hotels with active agreements with the University of Trento can be found on the dedicated page. To receive further information about other accommodations in Trento, visit the accommodation page of the Azienda per il turismo Trento e Monte Bondone.

Please contact the chosen accommodation directly to make a reservation.

Booking.com or other websites can obviously be a further source for accommodation.

Social Event Venues 🎉

TBD

Nearby Locations

200 m MUSE - Science Museum
800 m Duomo Square
1.8 km Buonconsiglio Castle
1.1 km Cable car to Sardagna
3.8 km The Orrido of Ponte Alto
1.4 km Le Gallerie di Trento
1.3 km Train station
60 km Bolzano
100 km Verona

Organizing Committee

Conference Chair
Giovanni Iacca, University of Trento, Italy

Program Chairs
Doina Bucur, University of Twente, The Netherlands
Antonio Della Cioppa, University of Salerno, Italy
Ting Hu, Queen's University, Canada
Eric Medvet, University of Trieste, Italy

Tutorials Chair
Yuri Lavinas, University of Toulouse, France

Workshops Chair
Sarah L. Thomson, Napier University, Scotland

Proceedings Chairs
Giorgia Nadizar, University of Trieste, Italy
Anil Yaman, Vrije Universiteit Amsterdam, The Netherlands

Publicity Chairs
Jessica Mégane, University of Coimbra, Portugal
Jéssica Parente, University of Coimbra, Portugal

Local Support Chairs
Elia Cunegatti, University of Trento, Italy
Stefano Genetti, University of Trento, Italy
Erik Nielsen, University of Trento, Italy
Chiara Camilla Rambaldi Migliore, University of Trento, Italy