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VNN : verification-friendly neural networks with hard robustness guarantees

Machine learning techniques often lack formal correctness guarantees, evidenced by the widespread adversarial examples that plague most deep-learning applications. This lack of formal guarantees resulted in several research efforts that aim at verifying Deep Neural Networks (DNNs), with a particular focus on safety-critical applications. However, formal verification techniques still face major sca

DMEL: THE DIFFERENTIABLE LOG-MEL SPECTROGRAM AS A TRAINABLE LAYER IN NEURAL NETWORKS

In this paper we present the differentiable log-Mel spectrogram (DMEL) for audio classification. DMEL uses a Gaussian window, with a window length that can be jointly optimized with the neural network. DMEL is used as the input layer in different neural networks and evaluated on standard audio datasets. We show that DMEL achieves a higher average test accuracy for sub-optimal initial choices of th

LightFF: Lightweight Inference for Forward-Forward Algorithm

The human brain performs tasks with an outstanding energy efficiency, i.e., with approximately 20 Watts. The state-of-the-art Artificial/Deep Neural Networks (ANN/DNN), on the other hand, have recently been shown to consume massive amounts of energy. The training of these ANNs/DNNs is done almost exclusively based on the back-propagation algorithm, which is known to be biologically implausible. Th

NeuroNCAP : Photorealistic Closed-Loop Safety Testing for Autonomous Driving

We present a versatile NeRF-based simulator for testing autonomous driving (AD) software systems, designed with a focus on sensor-realistic closed-loop evaluation and the creation of safety-critical scenarios. The simulator learns from sequences of real-world driving sensor data and enables reconfigurations and renderings of new, unseen scenarios. In this work, we use our simulator to test the res

Privacy-Preserving Federated Interpretability

Interpretability has become a crucial component in the Machine Learning (ML) domain. This is particularly important in the context of medical and health applications, where the underlying reasons behind how an ML model makes a certain decision are as important as the decision itself for the experts. However, interpreting an ML model based on limited local data may potentially lead to inaccurate co

Constraints on the availability of marginal land for bioenergy production in southern Sweden

roduction of biomass for bioenergy on marginal land has been promoted to decrease the use of non-renewable energy without competing with food production. Previous estimates of marginal land and abandoned farmland in Sweden available for bioenergy production are based on general statistics and assumptions but lack in-depth analyses of potential alternative land-use values. Easily accessible public

Experience of furniture in homes: Creating conditions for the design with consideration to people in the third age

This licentiate thesis in industrial design concerns the challenge and opportunity to meet the demographic changes and the future senior market. The aim is to explore how various user-centered design methods can be combined, modified and practiced to create conditions for the design of totally new or improved products. Design is understood as a process to develop solutions with the starting point

Asp socialt arbete 20201126

Allmän studieplan för utbildning på forskarnivå i socialt arbete Sida 1 av 10 Fakultetsstyrelsen ALLMÄN STUDIEPLAN I SOCIALT ARBETE Diarienummer U 2020/961 Datum 2020-11-26 Allmän studieplan för utbildning på forskarnivå i socialt arbete Allmän studieplan för utbildning på forskarnivå är fastställd av Samhällsvetenskapliga fakultetsstyrelsen 2020-11-26, dnr U 2020/961. Studier enligt denna allmänn

https://www.sam.lu.se/internt/sites/sam.lu.se.internt/files/2020-12/asp_socialt_arbete_20201126.pdf - 2026-05-24

Bs 180521 bilaga 20

Microsoft Word - protokoll BS 180212.docx Bib l io t ek s sty r el s en Närvarande Ledamöter Bo-Anders Jönsson vicerektor, ordförande Lena Eskilsson prodekan, Samhällsvetenskapliga fakulteten Heiko Herwald vicedekan, Medicinska fakulteten Axel Hilling docent, Ekonomihögskolan Anders Ljungar-Chapelon professor, Konstnärliga fakulteten Ulf Maunsbach universitetslektor, Juridiska fakulteten Jan-Åke N

https://www.lub.lu.se/internt/sites/lub.lu.se.internt/files/bs_180521_bilaga_20.pdf - 2026-05-24

Verksamhetsberattelse-lunds-universitets-bibliotek-2016

Verksamhetsberättelse 2016 LUNDS UNIVERSITETS BIBLIOTEK GRAFISK FORM OCH PRODUKTION: Media-Tryck, Lunds universitet. FOTO (med start överst till vänster): Framsida: Bengt Melliander. Sid 4: Kennet Ruona, Johan Persson, Johan Bävman. Sid 5: Mikael Risedal. Sid 6: Bengt Melliander, Bengt Melliander. Sid 7: Roger Eriksson. Sid 8: Leif Johansson. Sid 11: Carina Enestarre. Sid 14: Gunnar Menander. Sid

https://www.lub.lu.se/sites/lub.lu.se/files/verksamhetsberattelse-lunds-universitets-bibliotek-2016.pdf - 2026-05-24

Nasser catherine

Microsoft Word - Catherine_Nasser.doc International Masters in Environmental Science The Road towards Sustainable Transportation in the USA: Exploring the feasibility to enhance non-motorized modes in the case of Scranton, Pennsylvania Catherine J. Nasser Kämnärsvägen 7G: 319 226 46 Lund, Sweden katienasser@aol.com Submitted in partial fulfillment of the requirements for International Masters in E

https://www.lumes.lu.se/sites/lumes.lu.se/files/nasser_catherine.pdf - 2026-05-24

Lagerstedt jakob

Abstract Presently we have a record of the highest temperatures ever recorded and the trend is for even higher temperatures. At what rate this trend will continue is chiefly determined by what and how humans choose to consume resources. (IPCC 2001a) A change in behavior is called for, but in order for success we must gain a common understanding that all will benefit if individual action is restrai

https://www.lumes.lu.se/sites/lumes.lu.se/files/lagerstedt_jakob.pdf - 2026-05-24

Lu cec 2018 4-3 in swedish with film about the educations

PowerPoint-presentation Centrum för miljö- och klimatforskning, CEC Centrum för miljö- och klimatforskning, CEC, är en kombinerad fysisk och virtuell centrumbildning vid Naturvetenskapliga fakulteten på Lunds universitet. CEC bedriver forskning, utbildning och kommunikation om miljö- och klimatrelaterade frågor. 1 VISITING ADDRESS The Ecology building Sölvegatan 37 in Lund CECs verksamhet befinner

https://www.cec.lu.se/sites/cec.lu.se/files/lu_cec_2018_4-3_in_swedish_with_film_about_the_educations.pptx - 2026-05-24

Geor02-pmexamensarbetare geor01 geor02 sept2012

@RUBRIK 1 = PM angående obligatoriska moment, genomförande och examination vid examensarbeten i geologi (GEL544, GEL554, GEL 545) PM examensarbete geologi / för studenter 2012-09-28 1 PM angående genomförande och examination av examensarbeten på avancerad nivå i geologi (GEOR01 och GEOR02) Examensarbetets genomförande  Examensarbetsuppgift kan väljas med utgångspunkt från förslagslista upprätt

https://www.geologi.lu.se/sites/geologi.lu.se/files/geor02-pmexamensarbetare_geor01_geor02_sept2012.pdf - 2026-05-24

Kommers – contract catalogue and procurement tool

Kommers is the University's contract catalogue and procurement tool. You can find out more about the tool here. About KommersIn Kommers' contract catalogue you will find all the jointly procured contracts. You can search for an item or service, and find out how to order it, for example through Proceedo. If you have the authorisation Purchaser, you can also read your faculty's own procurement contr

https://www.staff.lu.se/support-and-tools/purchases-invoices-finances/purchasing-and-procurement/kommers-contract-catalogue-and-procurement-tool - 2026-05-24

Schema sgeg10 vt17 delkurs1 vers161207

Schema SGEG10_vt17_delkurs1_vers161207_till s tudenter.xlsx Institutionen för kulturgeografi och ekonomisk geografi SCHEMA http://www.keg.lu.se GIS: Geografiska informationssystem för samhällsvetenskap, introduktion med tillämpningar Kurskod: SGE G10 Kursperiod: 2017-01-16 till 2017-02-15 Delkurs 1 Datum Dag Tid Typ Moment Lärare Sal 16-Jan-17 Mån 11-12 F Introduktionsmöte LS 409 17-Jan-17 Tis 9-1

https://www.keg.lu.se/sites/keg.lu.se/files/schema_sgeg10_vt17_delkurs1_vers161207.pdf - 2026-05-24