wanyu/IteraTeR_v2 huggingface dataset:
Original:  In this paper, we revisit the random access problem in the Massive MIMO context and develop a reengineered protocol, termed \emph{strongest-user collision resolution (SUCR ). An accessing UE asks for a dedicated pilot by sending an unprotected random access pilot, with a risk that other UEs send the same pilot.
Revised:  In this paper, we revisit the random access problem in the Massive MIMO context and develop a reengineered protocol, termed \emph{ (SUCR ). An accessing UE asks for a dedicated pilot by sending an unprotected random access pilot, with a risk that other UEs send the same pilot.
Edit intent: coherence
Original:  In this paper, we revisit the random access problem in the Massive MIMO context and develop a reengineered protocol, termed \emph{strongest-user collision resolution (SUCR ). An accessing UE asks for a dedicated pilot by sending an unprotected random access pilot, with a risk that other UEs send the same pilot.
Revised:  In this paper, we revisit the random access problem in the Massive MIMO context and develop a reengineered protocol, termed \emph{strongest-user collision resolution (SUCR ). An accessing UE asks for a dedicated pilot by sending an uncoordinated random access pilot, with a risk that other UEs send the same pilot.
Edit intent: clarity
Original:  The SUCR protocol resolves the vast majority of all pilot collisions in crowded  scenarios and continues to admit UEs efficiently also in overloaded network .
Revised:  The SUCR protocol resolves the vast majority of all pilot collisions in crowded scenarios and continues to admit UEs efficiently in overloaded networks .
Edit intent: clarity
Original: Macroeconomic theories of growth and wealth distribution have an outsized influence on national and international social and economic policy .
Revised: Macroeconomic theories of growth and wealth distribution have an outsized influence on national and international social and economic policies .
Edit intent: fluency
Original:  In this paper, we introduce a novel economic observatory and framework for high resolution comparison and assessment of the distributional impact of economic development through  remote sensing of the earth's surface.
Revised:  In this paper, we introduce a novel economic observatory and framework enabling high resolution comparisons and assessments of the distributional impact of economic development through remote sensing of the earth's surface.
Edit intent: clarity
Original:  In this paper, we introduce a novel economic observatory and framework for high resolution comparison and assessment of the distributional impact of economic development through  remote sensing of the earth's surface.
Revised:  In this paper, we introduce a novel economic observatory and framework for high resolution comparison and assessment of the distributional impact of economic development through the remote sensing of the earth's surface.
Edit intent: fluency
Original:  In this paper, we introduce a novel economic observatory and framework for high resolution comparison and assessment of the distributional impact of economic development through  remote sensing of the earth's surface.
Revised:  In this paper, we introduce a novel economic observatory and framework for high resolution comparison and assessment of the distributional impact of economic development through remote sensing of planet earth's surface.
Edit intent: clarity
Original: We introduce a novel type of artificial neural network structure and training procedure that results in networks that are provably, quantitatively more robust to adversarial samples than classical, end-to-end trained classifiers .
Revised: We introduce a novel artificial neural network structure and training procedure that results in networks that are provably, quantitatively more robust to adversarial samples than classical, end-to-end trained classifiers .
Edit intent: clarity
Original: We introduce a novel type of artificial neural network structure and training procedure that results in networks that are provably, quantitatively more robust to adversarial samples than classical, end-to-end trained classifiers .
Revised: We introduce a novel type of artificial neural network architecture that integrates robustness to adversarial input in the network structure .
Edit intent: clarity
Original:  By forcing the network to redraw the relevant parts of the image and subsequently comparing this new image to the original, we are having the network give a 'proof' of the presence of the object.
Revised:  By forcing the network to redraw the relevant parts of the image and subsequently comparing this new image to the original, we are having the network give a "proof" of the presence of the object.
Edit intent: fluency
Original:  Structural heterogeneity in single-particle images presents a major challenge for high-resolution cryo-electron microscopy (cryo-EM)  structure determination.
Revised:  Structural heterogeneity in single-particle cryo-electron microscopy (cryo-EM) structure determination.
Edit intent: clarity
Original:   Here we introduce a statistical manifold learning approach for unsupervised single-particle deep classification.
Revised:  Here we introduce a statistical manifold learning algorithm for unsupervised single-particle deep classification.
Edit intent: clarity
Original:  When optimized for Intel high-performance computing (HPC) processors, our approach can generate thousands of reference-free class averages within several hours from hundreds of thousands of single-particle cryo-EM images .
Revised:  When optimized for Intel high-performance computing (HPC) processors, our software implementation can generate thousands of reference-free class averages within several hours from hundreds of thousands of single-particle cryo-EM images .
Edit intent: clarity
Original: This paper presents an analytical comparison of the active and passive receiver models in diffusive molecular communication.
Revised: This paper presents an analytical comparison of active and passive receiver models in diffusive molecular communication.
Edit intent: fluency
Original:  Two approaches are presented to derive transforms between the active and passive receiver signals.
Revised:  Two approaches are presented to derive transforms between the receiver signals.
Edit intent: clarity
Original:  As an example, we unify the two models for an unbounded diffusion-only molecular communication system with a spherical receiver  .
Revised:  As an example, two models for an unbounded diffusion-only molecular communication system with a spherical receiver .
Edit intent: clarity
Original: We argue against the dominant a priori distinction between national and transnational in the study of corporate elites.
Edit intent: coherence
Original:  Building on the universal distinction between local and non-local ties we use network analysis and community detection to dissect the global network of interlocking directorates among over five million firms.
Revised:  Building on the universal distinction between local and nonlocal ties we use network analysis and community detection to dissect the global network of interlocking directorates among over five million firms.
Edit intent: fluency
Original: Computational Intelligence techniques are today widely used to solve complex engineering problems.
Edit intent: coherence
Original:  In this paper, we present an interesting application of the FUZZY-GA paradigm to Smart Grids.
Revised:  In this paper, we present an interesting application of the fuzzy-GA paradigm to Smart Grids.
Edit intent: fluency
Original:   In particular, this study focuses on the possibility of tuning a Fuzzy Rule Base trying to discover , by means of a GA, a minimal fuzzy rules set in a Fuzzy Logic Controller (FLC) adopted to perform decision making for the power flow management task in a microgrid.
Revised:  In particular, this study focuses on the possibility of tuning a Fuzzy Rule Base trying to discover a minimal fuzzy rule set in a Fuzzy Logic Controller (FLC) adopted to perform decision making for the power flow management task in a microgrid.
Edit intent: clarity
Original:   In particular, this study focuses on the possibility of tuning a Fuzzy Rule Base trying to discover , by means of a GA, a minimal fuzzy rules set in a Fuzzy Logic Controller (FLC) adopted to perform decision making for the power flow management task in a microgrid.
Revised:  In particular, this study focuses on the possibility of tuning a Fuzzy Rule Base trying to discover , by means of a GA, a minimal fuzzy rules set in a Fuzzy Logic Controller (FLC) adopted to perform decision making in the microgrid.
Edit intent: clarity
Original:  The RB optimization is obtained through Hierarchical Genetic Algorithm, based on an encoding schemeinspired by Nature, applied to the optimization of the FIS parameters.
Revised:  The HGA rationale focuses on a particular encoding scheme, based on control genes and parametric genes applied to the optimization of the FIS parameters.
Edit intent: clarity
Original:  Tests show how the proposed controller scheme is effective in maximizing the economic return when dealing with the problem of power flows management in a microgrid, equipped with an energy storage system\\%DIF >  .
Revised:  Tests show how the proposed controller scheme is effective in maximizing the economic return of 67\\%DIF > .
Edit intent: clarity
Original:  In this paper , we present an interesting application of the fuzzy-GA paradigm to Smart Grids.
Revised:  In this paper we present an interesting application of the fuzzy-GA paradigm to Smart Grids.
Edit intent: fluency
Original:  In particular, this study focuses on the application of a Hierarchical Genetic Algorithm (HGA) for tuning the Rule Base (RB) of a Fuzzy Inference System (FIS), trying to discover a minimal fuzzy rule set in a Fuzzy Logic Controller (FLC) adopted to perform decision making in the microgrid.
Revised:  In particular, this study focuses on the application of a Hierarchical Genetic Algorithm (HGA) for tuning the Rule Base (RB) of a Fuzzy Inference System (FIS), trying to discover a minimal fuzzy rules set in a Fuzzy Logic Controller (FLC) adopted to perform decision making in the microgrid.
Edit intent: fluency
Original:  Results are compared with a simpler approach based on a classic fuzzy-GA scheme, where  FIS parameters and rule weights are tuned, while the number of fuzzy rules is fixed in advance.
Revised:  Results are compared with a simpler approach based on a classic fuzzy-GA scheme, where both FIS parameters and rule weights are tuned, while the number of fuzzy rules is fixed in advance.
Edit intent: clarity
Original:  Experiments show how the fuzzy-HGA approach adopted for the synthesis of the proposed controller outperforms the classic fuzzy-GA scheme, increasing the economic return of 67\\%DIF < in the considered energy trading problem %DIF > in the considered energy trading problem yielding at the same time a  .
Revised:  Experiments shows how the fuzzy-HGA approach adopted for the synthesis of the proposed controller outperforms the classic fuzzy-GA scheme, increasing the economic return of 67\\%DIF < in the considered energy trading problem %DIF > in the considered energy trading problem yielding at the same time a .
Edit intent: fluency
Original:  Experiments show how the fuzzy-HGA approach adopted for the synthesis of the proposed controller outperforms the classic fuzzy-GA scheme, increasing the economic return of 67\\%DIF < in the considered energy trading problem %DIF > in the considered energy trading problem yielding at the same time a  .
Revised:  Experiments show how the fuzzy-HGA approach adopted for the synthesis of the proposed controller outperforms the classic fuzzy-GA scheme, increasing the accounting profit by 67\\%DIF < in the considered energy trading problem %DIF > in the considered energy trading problem yielding at the same time a .
Edit intent: clarity
Original:  Experiments show how the fuzzy-HGA approach adopted for the synthesis of the proposed controller outperforms the classic fuzzy-GA scheme, increasing the economic return of 67\\%DIF < in the considered energy trading problem %DIF > in the considered energy trading problem yielding at the same time a  .
Revised:  Experiments show how the fuzzy-HGA approach adopted for the synthesis of the proposed controller outperforms the classic fuzzy-GA scheme, increasing the economic return of 67\\%DIF < %DIF > in the considered energy trading problem yielding at the same time a .
Edit intent: fluency
Original:  Contextuality-by-Default (CbD) is a mathematical framework for understanding the role of context in systems with deterministic inputs and random outputs.
Revised: The Contextuality-by-Default (CbD) is a mathematical framework for understanding the role of context in systems with deterministic inputs and random outputs.
Edit intent: clarity
Original: The h-index is one of the most important bibliographic measures used to assess the performance of researchers.
Revised: The h-Index is an important bibliographic measure used to assess the performance of researchers.
Edit intent: clarity
Original:  [ IJCAI 2015 ] showed that, despite computational worst-case hardness results, substantial manipulation of the h-index of Google Scholar author profiles is possible by merging articles.
Revised:  [ IJCAI 2015 ] showed that, despite computational worst-case hardness results, substantial manipulation of the h-Index of Google Scholar author profiles is possible by merging articles.
Edit intent: fluency
Original:  Complementing previous work, we study the opposite operation, the splitting of articles, which is arguably the more natural operation for manipulation and which is also allowed within Google Scholar.
Revised:  Complementing this work, we study the opposite operation, the splitting of articles, which is arguably the more natural operation for manipulation and which is also allowed within Google Scholar.
Edit intent: clarity
Original:  We present numerous results on computational complexity (from linear-time algorithms to parameterized  hardness results) and empirically indicate that at least small improvements of the h-index by splitting merged articles are easily achievable.
Revised:  We present numerous results on computational complexity (from linear-time algorithms to parameterized hardness results) and empirically indicate that at least small improvements of the h-Index by splitting merged articles are easily achievable.
Edit intent: fluency
Original: The h-Index is an important bibliographic measure used to assess the performance of researchers.
Revised: The h-index is an important bibliographic measure used to assess the performance of researchers.
Edit intent: fluency
Original:  Artif. Intel., to appear%DIFDELCMD < ] %%% showed that, despite computational worst-case hardness results, substantial manipulation of the h-Index of Google Scholar author profiles is possible by merging articles.
Revised:  %DIFDELCMD < ] %%% showed that, despite computational worst-case hardness results, substantial manipulation of the h-Index of Google Scholar author profiles is possible by merging articles.
Edit intent: coherence
Original:  Complementing this work , we study the opposite operation, the splitting of articles, which is arguably the more natural operation for manipulation and which is also allowed within Google Scholar ] . We present numerous results on computational complexity (from linear-time algorithms to parameterized computational hardness results) and empirically indicate that at least small improvements of the h-Index by splitting merged articles are  easily achievable.
Revised:  Complementing this work , we study the opposite operation, the splitting of articles, which is arguably the more natural operation for manipulation and which is also allowed within Google Scholar ] . We present numerous results on computational complexity (from linear-time algorithms to parameterized computational hardness results) and empirically indicate that at least small improvements of the h-index by splitting merged articles are easily achievable.
Edit intent: fluency
Original:  Complementing this work , we study the opposite operation, the splitting of articles, which is arguably the more natural operation for manipulation and which is also allowed within Google Scholar ] . We present numerous results on computational complexity (from linear-time algorithms to parameterized computational hardness results) and empirically indicate that at least small improvements of the h-Index by splitting merged articles are  easily achievable.
Revised:  Complementing this work , we study the opposite operation, the splitting of articles, which is arguably the more natural operation for manipulation and which is also allowed within Google Scholar ] . We present numerous results on computational complexity (from linear-time algorithms to parameterized computational hardness results) and empirically indicate that at least small improvements of the h-Index by splitting merged articles are unfortunately easily achievable.
Edit intent: coherence
Original:  2. Lack of an objective measuring stick of value which gives rise to heterogeneous preferences and beliefs.
Revised:  2. Lack of an objective measuring stick of value 
Edit intent: clarity
Original:  3. Unintended consequences due to the dynamic nature of social systems , where changes can be observed and decisions effected by participants to influence the system.
Revised:  3. Unintended consequences due to the dynamic nature of social systems 
Edit intent: clarity
Original:  4. Relaxation of the transversality condition to avoid the formation of asset price bubbles . 5. How durable is durable?
Revised:  4. Relaxation of the transversality condition to avoid the formation of asset price bubbles 5. How durable is durable?
Edit intent: fluency
Original:  Since nothing lasts forever, accounting for durable goods to create a comprehensive measure of consumption volatility.
Revised:  Accounting for durable goods to create a comprehensive measure of consumption volatility.
Edit intent: coherence
Original:  Since nothing lasts forever, accounting for durable goods to create a comprehensive measure of consumption volatility.
Revised:  Since nothing lasts forever, accounting for durable goods since nothing lasts forever
Edit intent: coherence
Original:  Here , I analyze such patterns by their invariant properties.
Revised:  Here I analyze such patterns by their invariant properties.
Edit intent: fluency
Original:  The special case of exponential wild-type population growth, usually termed as the Luria-Delbr\"uck or Lea-Coulson model, is often assumed but seldom realistic.
Revised:  The special case of exponential wild-type population growth, usually termed the Luria-Delbr\"uck or Lea-Coulson model, is often assumed but seldom realistic.
Edit intent: fluency
Original:  In this article we generalise the model to different types of wild-type population growth, with mutants evolving as a birth-death branching process.
Revised:  In this article we generalise this model to different types of wild-type population growth, with mutants evolving as a birth-death branching process.
Edit intent: fluency
Original:  We prove that the large time limit of the clone size distribution has a general two-parameter form for a large class of population growth.
Revised:  Additionally for a large class of population growth we prove that the large time limit of the clone size distribution has a general two-parameter form for a large class of population growth.
Edit intent: coherence
Original:  We prove that the large time limit of the clone size distribution has a general two-parameter form for a large class of population growth.
Revised:  We prove that the long time limit of the clone size distribution has a general two-parameter form for a large class of population growth.
Edit intent: clarity
Original:  We support our results by analysing a data-set on tumour metastasis sizes, and we find that a power-law tail is more likely than an exponential one , in agreement with our predictions .
Revised:  We support our results by analysing a data-set of their size distribution, we indeed find that a power-law tail is more likely than an exponential one , in agreement with our predictions .
Edit intent: clarity
Original:  We support our results by analysing a data-set on tumour metastasis sizes, and we find that a power-law tail is more likely than an exponential one , in agreement with our predictions .
Revised:  We support our results by analysing a data-set on tumour metastasis sizes, and we find that a power-law tail is more likely than an exponential one .
Edit intent: clarity
Original: This paper considers the problem of assessing visual aesthetic quality with semantic information .
Revised: Human beings often assess the aesthetic quality of an image coupled with the identification of the image's semantic content. This paper addresses the correlation issue between automatic aesthetic quality assessment and semantic recognition .
Edit intent: clarity
Original:  We cast the assessment problem as the main task among a multi-task deep model, and argue that semantic recognition  offers the key to addressing this problem.
Revised:  We cast the assessment problem as the main task among a multi-task deep model, and argue that semantic recognition task offers the key to addressing this problem.
Edit intent: clarity
Original:  We cast the assessment problem as the main task among a multi-task deep model, and argue that semantic recognition  offers the key to addressing this problem.
Revised:  We cast the assessment problem as the main task among a multi-task deep model, and argue that semantic recognition offers the key to address this problem.
Edit intent: fluency
Original:  Moreover , an effective strategy of keeping a balanced effect between the semantic task and aesthetic task is developed to optimize the parameters of our framework.
Revised:  Moreover , an effective strategy is developed to keep a balance between the two tasks, which facilitates to optimize the parameters of our framework.
Edit intent: clarity
Original:  The correlation analysis among the tasks validates the importance of the semantic recognition in aesthetic quality assessment . Extensive experiments verify the effectiveness of the proposed multi-task framework, and further corroborate the above proposition .
Revised:  The correlation analysis among the tasks validates the importance of semantic recognition in aesthetic quality assessment . Extensive experiments verify the effectiveness of the proposed multi-task framework, and further corroborate the above proposition .
Edit intent: coherence
Original:  The correlation analysis among the tasks validates the importance of the semantic recognition in aesthetic quality assessment . Extensive experiments verify the effectiveness of the proposed multi-task framework, and further corroborate the above proposition .
Revised:  The correlation analysis among the tasks validates the importance of the semantic recognition in aesthetic quality assessment , and demonstrate that multi-task framework, and further corroborate the above proposition .
Edit intent: clarity
Original: In this paper we present some new developments for the routing via matching model introduced by Alon et al5.
Revised: In this paper we present some new results for the routing via matching model introduced by Alon et al5.
Edit intent: clarity
Original:  The nodes in a network can communicate in one step via matchings , where a node exchange data with its partner.
Revised:  The nodes in the network can communicate in one step via matchings , where a node exchange data with its partner.
Edit intent: fluency
Original:  The nodes in a network can communicate in one step via matchings , where a node exchange data with its partner.
Revised:  The nodes in a network can communicate via matchings (a step) , where a node exchange data with its partner.
Edit intent: clarity
Original:  The nodes in a network can communicate in one step via matchings , where a node exchange data with its partner.
Revised:  The nodes in a network can communicate in one step via matchings , where a node exchanges data with its partner.
Edit intent: fluency