A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is application/pdf.
Filters
Muesli: Combining Improvements in Policy Optimization
[article]
2022
arXiv
pre-print
Preserved Fulltext
Other Versions
We propose a novel policy update that combines regularized policy optimization with model learning as an auxiliary loss. ...
Notably, Muesli does so without using deep search: it acts directly with a policy network and has computation speed comparable to model-free baselines. ...
Joseph Modayil improved the paper by wise comments and advice. ...
arXiv:2104.06159v2
fatcat:4jafvxdd55f4tdj2vgt647gsxe
Model-Value Inconsistency as a Signal for Epistemic Uncertainty
[article]
2022
arXiv
pre-print
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is application/pdf.
Other Versions
We provide empirical evidence in both tabular and function approximation settings from pixels that self-inconsistency is useful (i) as a signal for exploration, (ii) for acting safely under distribution ...
Unlike prior work which estimates uncertainty by training an ensemble of many models and/or value functions, this approach requires only the single model and value function which are already being learned in ...
We used the mean of IVE components in place of the learned policy for acting (µ-IVE( 5 )), and combined the mean with the self-inconsistency signal for acting optimistically in the face of uncertainty ...
arXiv:2112.04153v3
fatcat:rt5kzvijxbfxzldv376ednxex4
Self-Consistent Models and Values
[article]
2021
arXiv
pre-print
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2021; you can also visit the original URL.
The file type is application/pdf.
In particular, models enable planning, i.e. using more computation to improve value functions or policies, without requiring additional environment interactions. ...
We propose multiple self-consistency updates, evaluate these in both tabular and function approximation settings, and find that, with appropriate choices, self-consistency helps both policy evaluation ...
We also evaluated the same self-consistency update in a small experiment on self-play 9x9 Go in combination with a Muesli-MPO baseline, with results shown in Figure 3c . ...
arXiv:2110.12840v1
fatcat:5ott7uqvavhodldt6nimv2ussu
fAn exploratory study using graphic design to communicate consumer benefits on food packaging
2021
Food Quality and Preference
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is application/pdf.
Our findings suggest that consumers can handle multiple packaging messages, but finding an optimal configuration remains a design challenge. ...
For three products (orange juice, muesli bar, plain yogurt) we created three consistent packaging designs communicating a single benefit through all three mediums, which was either a [1] health, [2] environmental ...
Acknowledgements The authors are indebted to the editors and anonymous reviewers who helped to improve the quality of this paper. ...
doi:10.1016/j.foodqual.2021.104458
fatcat:bb6feiteijbvvpth7xjxi63vwi
Generalized Data Distribution Iteration
[article]
2022
arXiv
pre-print
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is application/pdf.
Other Versions
optimization. ...
In this paper, we try to tackle these two challenges simultaneously. ...
MUESLI Muesli (Hessel et al., 2021) proposed a novel policy update that combines regularized policy optimization with model learning as an auxiliary loss. ...
arXiv:2206.03192v4
fatcat:7qtr7ms2hzgodhtzj6oneof2ba
Growing the Business of Whole Grain in the Australian Market: A 6-Year Impact Assessment
2020
Nutrients
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2020; you can also visit the original URL.
The file type is application/pdf.
Three-quarters (78% and 74%) of the eligible breakfast cereals and bread products were registered with the Code in 2019, followed by 62% of grain-based muesli bars. ...
Reporting included breakfast cereals, bread products, crispbreads, crackers, rice/corn cakes, rice, pasta, noodles, couscous, other grains (e.g., quinoa, buckwheat, freekeh), and grain-based muesli bars ...
Acknowledgments: Thanks to Nikki Lancaster, Student Dietitian from the University of Wollongong, NSW, who was involved in data collection and analysis for price comparisons. ...
doi:10.3390/nu12020313
pmid:31991603
pmcid:PMC7071175
fatcat:grpa4xdbrrcajkwjyu4et7dpsi
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
[article]
2022
arXiv
pre-print
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is application/pdf.
Other Versions
Deep Q Network (DQN) firstly kicked the door of deep reinforcement learning (DRL) via combining deep learning (DL) with reinforcement learning (RL), which has noticed that the distribution of the acquired ...
From this new perspective, we extend the basic paradigm of RL called the Generalized Policy Iteration (GPI) into a more generalized version, which is called the Generalized Data Distribution Iteration ...
Theorem 2 (Second Order Optimization with Superior Improvement). ...
arXiv:2106.06232v6
fatcat:hsxgrwj2kzcytnisynzlcjltni
Hybrid CPU–GPU execution support in the skeleton programming framework SkePU
2019
Journal of Supercomputing
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2019; you can also visit the original URL.
The file type is application/pdf.
In this paper, we present a hybrid execution backend for the skeleton programming framework SkePU. ...
Acknowledgements This work has been partly funded by EU H2020 project EXA2PRO (801015), by SeRC (http://www.e-scien ce.se), and by the Swedish National Graduate School in Computer Science (CUGS). ...
distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creat iveco mmons .org/licen ses/by/4.0/), which permits unrestricted use, distribution, and reproduction in ...
doi:10.1007/s11227-019-02824-7
fatcat:oiifchkxdzdqrmwpxz5m6adroa
Structured Data Access Annotations for Massively Parallel Computations
[chapter]
2013
Lecture Notes in Computer Science
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2017; you can also visit the original URL.
The file type is application/pdf.
In most cases, cost models are used to drive the refactoring process. ...
We show how sample use case applications/kernels may be optimized and discuss preliminary experiments with FastFlow assessing the theoretical results. ...
transpose of P 1 and sp 1 , cm 2 define generic splitting and combining policies not influencing P 1 . ...
doi:10.1007/978-3-642-36949-0_42
fatcat:fwrd3j45vffirfzyfsudknhpjq
Algorithmic skeletons meeting grids
2006
Parallel Computing
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2017; you can also visit the original URL.
The file type is application/pdf.
In this work, we discuss an extension of the set of principles that should guide the future design and development of skeletal programming systems, as defined by Cole in his "pragmatic manifesto" paper ...
Dynamicity handling (7) is not supported at all in Muesli. Gorlatch's group work was more related on data parallel skeleton optimizations, actually [39, 40] . ...
No support for dynamicity handling (7) is provided in eSkel, however. Muesli is basically a C++ library built on top of MPI. ...
doi:10.1016/j.parco.2006.04.001
fatcat:v5fbdwdk6zcf3m2s3fm3ysfdwa
The effectiveness of healthy meals at work on reaction time, mood and dietary intake: a randomised cross-over study in daytime and shift workers at an university hospital
2017
British Journal of Nutrition
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2019; you can also visit the original URL.
The file type is application/pdf.
Providing healthy meals, snacks and water during working hours seems to be an effective way of improving employees' dietary intake. ...
Score (P=0·017), whereas the only dietary component that significantly improved was water intake (P=0·034), when compared with the control period. ...
authors thank Katrine Rask and Annette Vedelspang for the practical help during the study period, Heidi Anker for processing the dietary data, Michael Allerup Nielsen for securing funding and support in ...
doi:10.1017/s000711451700191x
pmid:28820084
fatcat:hhhmvpb5ofh5xkc2xywuarhoqu
Co-design of Distributed Systems Using Skeleton and Autonomic Management Abstractions
[chapter]
2009
Lecture Notes in Computer Science
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2017; you can also visit the original URL.
The file type is application/pdf.
In particular, we demonstrate how restricted parallel/distributed patterns (or skeletons) may be efficiently managed by rule-based autonomic managers. ...
The following core (abstract) skeleton set has been defined (in slightly different forms) in a large number of skeleton frameworks, including P3L [4] , Muesli [14] , Lithium/muskel [3, 8] , SkeTo [ ...
The sustained evolution in parallel and distributed architectures makes application development even harder, as technological improvements and architectural model changes must be catered for. ...
doi:10.1007/978-3-642-00955-6_46
fatcat:ik77qzcqrzfqtn5t4lyiptdg5i
Food-Based Dietary Guidelines in Austria
2007
Annals of Nutrition and Metabolism
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2019; you can also visit the original URL.
The file type is application/pdf.
Minor differences arise in the translation of this NBDG into food servings. ...
In Austria, first steps have already been taken and several promising FBDG have been introduced to the consumer. ...
FBDG have proved to be an appropriate health policy measure for the improvement of nutrition. ...
doi:10.1159/000103561
fatcat:nqltgi54jbeyfaqvfz2ssp2i74
Healthiness of Food and Beverages for Sale at Two Public Hospitals in New South Wales, Australia
2018
Nutrients
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2018; you can also visit the original URL.
The file type is application/pdf.
These findings highlight the need for ongoing tracking to inform whether the revised guidelines are leading to improved food environments in health facilities. ...
These findings highlight the need for ongoing tracking to inform whether the revised guidelines are leading to improved food environments in health facilities. ...
Acknowledgments: The University of Sydney, Australia (Healthy Sydney University Iniative) provided funding support for this study including the costs to publish in open access. ...
doi:10.3390/nu10020216
pmid:29462881
pmcid:PMC5852792
fatcat:rumpagvjyvh2fccbgqriihdjgi
Fastflow: High-Level and Efficient Streaming on Multicore
[chapter]
2017
Programming multi-core and many-core computing systems
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2019; you can also visit the original URL.
The file type is application/pdf.
support has been-in some cases, e.g. in Muesli and Muskel-only a later addition. ...
typically used in combination with a farm body to model Divide&Conquer computations). ...
doi:10.1002/9781119332015.ch13
fatcat:x4fvha2dofdxpoq5xjow2eaa4q
« Previous
Showing results 1 — 15 out of 257 results