wanyu/IteraTeR_v2 huggingface dataset:
Original:  Second, we show that when the process reaches a limiting configuration and no more state changes occur, \ for \ all {\tau \in (\tau^*,1-\tau^*) \setminus \{1/2\}} where {\tau^* \approx 0.488}, w.h.p. any particle is contained in a large "monochromatic ball" of cardinality exponential in N.
Revised:  Second, we show that when the process reaches a limiting configuration and no more state changes occur, for all {\tau \in (\tau^*,1-\tau^*) \setminus \{1/2\}} where {\tau^* \approx 0.488}, w.h.p. any particle is contained in a large "monochromatic ball" of cardinality exponential in N.
Edit intent: fluency
Original: Consider the problem of estimating, for every integer j , the number of households with jpeople in them, while protecting the privacy of individuals.
Revised: We consider the problem of estimating, for every integer j , the number of households with jpeople in them, while protecting the privacy of individuals.
Edit intent: fluency
Original: Consider the problem of estimating, for every integer j , the number of households with jpeople in them, while protecting the privacy of individuals.
Revised: Consider the problem of estimating, for every integer j report the number of households with jpeople in them, while protecting the privacy of individuals.
Edit intent: fluency
Original: Add in a geographical component, so that the household size distribution can be compared at the national, state , and county levels .
Revised: Add in a geographical component, so that the household size distribution can be compared at the national, state and county levels .
Edit intent: fluency
Original:  We first analyze existing approaches that harness trusted hardware to enhances scalability, and identify their limitations.
Revised:  We first analyze existing approaches that harness trusted hardware to enhance scalability, and identify their limitations.
Edit intent: fluency
Original:  Finally, our new design for sharding protocols reduces the cost of shard creation phase by upto 35x.
Revised:  Finally, our new design for sharding protocols reduces the cost of shard creation phase by up to 35x.
Edit intent: fluency
Original:  Two potential approaches to address these scalability barriers are by relaxing the threat model, or  employing sharding technique to deal with large networks.
Revised:  Two potential approaches to address these scalability barriers are by relaxing the threat model, or by employing sharding technique to deal with large networks.
Edit intent: fluency
Original:  Nonetheless, their effectiveness against data-intensive blockchain workloads remains to be seen.
Revised:  Nonetheless, their effectiveness on data-intensive blockchain workloads remains to be seen.
Edit intent: fluency
Original:  Drawing insights from these results, we propose two design principles, namely scale up by scaling down and prioritize consensus messages, that enable the consensus protocols to scale.
Revised:  Drawing insights from these results, we propose two design principles, namely scale up by scaling down and prioritize consensus messages, enabling the consensus protocols to scale.
Edit intent: coherence
Original:  In particular, integrating our optimizations into Hyperledger Fabric achieves up to 7x higher throughput, while enabling the system to remain operational as the network size increases .
Revised:  In particular, integrating our optimizations into Hyperledger Fabric achieves up to 7x higher throughput, while enabling the system to remain operational as the network expands .
Edit intent: clarity
Original: As blockchain systems proliferate, there remains an unresolved scalability problem of their underlying distributed consensus protocols.
Revised: Existing blockchain systems scale poorly because of their distributed consensus protocols.
Edit intent: clarity
Original: Mental individuality is encoded in brain .
Revised: Psychiatric symptoms of schizophrenia suggest alteration of cerebral neurons .
Edit intent: clarity
Original:  However,  physical basis of metal individuality or psychiatric symptoms has not been delineated .
Revised:  However, the physical basis of metal individuality or psychiatric symptoms has not been delineated .
Edit intent: fluency
Original:  We found geometric fingerprints of schizophrenia and control individuals by analyzing three-dimensional structures of cerebral tissues of the anterior cingulate cortex .
Revised:  We found geometric fingerprints of schizophrenia and control cases. Structures of cerebral tissues of the anterior cingulate cortex .
Edit intent: clarity
Original:  The mean curvature of distal neurites of the schizophrenia cases was approximately 1.5 times higher than that of the controls .
Revised:  The mean curvature of distal neurites of the schizophrenia cases was 1.5 times higher than that of the controls .
Edit intent: clarity
Original:  In this paper, we introduce muNet , a highly compact deep convolutional neural network for real-time embedded traffic sign recognition  based on macroarchitecture design principles  as well as  microarchitecture optimization strategies.
Revised:  In this paper, we introduce muNet , a highly compact deep convolutional neural network for real-time embedded traffic sign recognition designed based on macroarchitecture design principles as well as microarchitecture optimization strategies.
Edit intent: clarity
Original: The behavior of heterogeneous multi-agent systems is studied when the coupling matrices are possibly all different and/or singular ( that is, its rank is less than the system dimension ) . Rank-deficient coupling allows exchange of limited state information, which is suitable for study of output coupling in multi-agent systems  .
Revised: The behavior of heterogeneous multi-agent systems is studied when the coupling matrices are possibly all different and/or singular , that is, its rank is less than the system dimension ) . Rank-deficient coupling allows exchange of limited state information, which is suitable for study of output coupling in multi-agent systems .
Edit intent: fluency
Original: The behavior of heterogeneous multi-agent systems is studied when the coupling matrices are possibly all different and/or singular ( that is, its rank is less than the system dimension ) . Rank-deficient coupling allows exchange of limited state information, which is suitable for study of output coupling in multi-agent systems  .
Revised: The behavior of heterogeneous multi-agent systems is studied when the coupling matrices are possibly all different and/or singular ( that is, its rank is less than the system dimension . Rank-deficient coupling allows exchange of limited state information, which is suitable for study of output coupling in multi-agent systems .
Edit intent: fluency
Original: The behavior of heterogeneous multi-agent systems is studied when the coupling matrices are possibly all different and/or singular ( that is, its rank is less than the system dimension ) . Rank-deficient coupling allows exchange of limited state information, which is suitable for study of output coupling in multi-agent systems  .
Revised: The behavior of heterogeneous multi-agent systems is studied when the coupling matrices are possibly all different and/or singular ( that is, its rank is less than the system dimension ) . Rank-deficient coupling allows exchange of limited state information, which is suitable for the study of multi-agent systems .
Edit intent: clarity
Original: The behavior of heterogeneous multi-agent systems is studied when the coupling matrices are possibly all different and/or singular ( that is, its rank is less than the system dimension ) . Rank-deficient coupling allows exchange of limited state information, which is suitable for study of output coupling in multi-agent systems  .
Revised: The behavior of heterogeneous multi-agent systems is studied when the coupling matrices are possibly all different and/or singular ( that is, its rank is less than the system dimension ) . Rank-deficient coupling allows exchange of limited state information, which is suitable for study of output coupling in multi-agent systems under output coupling .
Edit intent: clarity
Original:  By analyzing or synthesizing the blended dynamics, one can predict or design the behavior of  heterogeneous multi-agent system when the coupling gain is sufficiently large.
Revised:  By analyzing or synthesizing the blended dynamics, one can predict or design the behavior of a heterogeneous multi-agent system when the coupling gain is sufficiently large.
Edit intent: fluency
Original:  Since stability of  individual agent is not asked,  stability of the blended dynamics is the outcome of trading  stability among the agents.
Revised:  Since stability of the individual agent is not asked, stability of the blended dynamics is the outcome of trading stability among the agents.
Edit intent: fluency
Original:  Since stability of  individual agent is not asked,  stability of the blended dynamics is the outcome of trading  stability among the agents.
Revised:  Since stability of individual agent is not asked, the stability of the blended dynamics is the outcome of trading stability among the agents.
Edit intent: fluency
Original:  Since stability of  individual agent is not asked,  stability of the blended dynamics is the outcome of trading  stability among the agents.
Revised:  Since stability of individual agent is not asked, stability of the blended dynamics is the outcome of trading off the stability among the agents.
Edit intent: clarity
Original:  It can be seen that, under  stability of the blended dynamics, the initial conditions of  individual agents are forgotten as time goes on, and thus, the behavior of the synthesized multi-agent system are initialization-free and  suitable for plug-and-play operation.
Revised:  It can be seen that, under the stability of the blended dynamics, the initial conditions of individual agents are forgotten as time goes on, and thus, the behavior of the synthesized multi-agent system are initialization-free and suitable for plug-and-play operation.
Edit intent: fluency
Original:  It can be seen that, under  stability of the blended dynamics, the initial conditions of  individual agents are forgotten as time goes on, and thus, the behavior of the synthesized multi-agent system are initialization-free and  suitable for plug-and-play operation.
Revised:  It can be seen that, under stability of the blended dynamics, the initial conditions of the individual agents are forgotten as time goes on, and thus, the behavior of the synthesized multi-agent system are initialization-free and suitable for plug-and-play operation.
Edit intent: fluency
Original:  It can be seen that, under  stability of the blended dynamics, the initial conditions of  individual agents are forgotten as time goes on, and thus, the behavior of the synthesized multi-agent system are initialization-free and  suitable for plug-and-play operation.
Revised:  It can be seen that, under stability of the blended dynamics, the initial conditions of individual agents are forgotten as time goes on, and thus, the behavior of the synthesized multi-agent system is initialization-free and suitable for plug-and-play operation.
Edit intent: fluency
Original:  It can be seen that, under  stability of the blended dynamics, the initial conditions of  individual agents are forgotten as time goes on, and thus, the behavior of the synthesized multi-agent system are initialization-free and  suitable for plug-and-play operation.
Revised:  It can be seen that, under stability of the blended dynamics, the initial conditions of individual agents are forgotten as time goes on, and thus, the behavior of the synthesized multi-agent system are initialization-free and is suitable for plug-and-play operation.
Edit intent: coherence
Original:  distributed state estimation for linear systems, and practical synchronization of heterogeneous Van der Pol oscillators (for which phase cohesiveness is achieved).
Revised:  distributed state estimation for linear systems, practical synchronization of heterogeneous Van der Pol oscillators (for which phase cohesiveness is achieved).
Edit intent: fluency
Original:  Data visualization algorithms are essential tools in transforming data into  narratives.
Revised:  Data visualization algorithms are essential tools for transforming data into narratives.
Edit intent: fluency
Original:  Data visualization algorithms are essential tools in transforming data into  narratives.
Revised:  Data visualization algorithms are essential tools in transforming data into useful narratives.
Edit intent: clarity
Original:  Unfortunately, very few visualization algorithms can handle a significant amount of data .
Revised:  Unfortunately, very few visualization algorithms can handle the large datasets of many real-world scenarios .
Edit intent: clarity
Original:  In this study, we address the visualization of large-scale datasets as a multi-objective optimization problem .
Revised:  In this study, we address the visualization of these datasets as a multi-objective optimization problem .
Edit intent: clarity
Original:  In this study, we address the visualization of large-scale datasets as a multi-objective optimization problem .
Revised:  In this study, we address the visualization of large-scale datasets as a Multi-Objective Optimization Problem .
Edit intent: fluency
Original:  The algorithm applies advanced machine learning sampling techniques and efficient data structures to scale to millions of data objects.
Revised:  The algorithm applies advanced sampling techniques originating from the field of machine learning and efficient data structures to scale to millions of data objects.
Edit intent: clarity
Original:  The divide-and-conquer strategy can efficiently handle millions of objects which the algorithm allocates onto a layout that allows the visualization of a whole dataset . Experimental results on real-world and large datasets demonstrate that mQAPViz is a competitive alternative to compute large-scale visualizations that we can employ to inform the development and improvement of digital applications .
Revised:  The algorithm allocates objects onto a 2D grid layout . Experimental results on real-world and large datasets demonstrate that mQAPViz is a competitive alternative to compute large-scale visualizations that we can employ to inform the development and improvement of digital applications .
Edit intent: clarity
Original:  The divide-and-conquer strategy can efficiently handle millions of objects which the algorithm allocates onto a layout that allows the visualization of a whole dataset . Experimental results on real-world and large datasets demonstrate that mQAPViz is a competitive alternative to compute large-scale visualizations that we can employ to inform the development and improvement of digital applications .
Revised:  The divide-and-conquer strategy can efficiently handle millions of objects which the algorithm allocates onto a layout that allows the visualization of a whole dataset . Experimental results on real-world and large datasets demonstrate that mQAPViz is a competitive alternative to existing techniques .
Edit intent: clarity
Original:  Device-centric wireless networks will build from device-to-device ( D2D ) and multi-hop cellular networks (MCNs) technologies, and will allow exploiting the mobile computing , storage and connectivity resources of smart devices (including smartphones, vehicles, machines and robots) .
Revised:  Device-centric wireless networks will build from D2D ) and multi-hop cellular networks (MCNs) technologies, and will allow exploiting the mobile computing , storage and connectivity resources of smart devices (including smartphones, vehicles, machines and robots) .
Edit intent: clarity
Original:  Device-centric wireless networks will build from device-to-device ( D2D ) and multi-hop cellular networks (MCNs) technologies, and will allow exploiting the mobile computing , storage and connectivity resources of smart devices (including smartphones, vehicles, machines and robots) .
Revised:  Device-centric wireless networks will build from device-to-device ( D2D and MCNs. Device-centric wireless networks can push the limits of edge computing and networking to smart devices (including smartphones, vehicles, machines and robots) .
Edit intent: clarity
Original:  Such resources can be more efficiently utilized using demand-driven opportunistic networking that establishes the connections between devices and nodes not just based on their presence, but also on their capacity to support the requested demand and services.
Revised:  Such resources can be more efficiently utilized using demand-driven opportunistic networking that establishes the connections between devices and nodes based on their presence, but also on their capacity to support the requested demand and services.
Edit intent: clarity
Original:  Such resources can be more efficiently utilized using demand-driven opportunistic networking that establishes the connections between devices and nodes not just based on their presence, but also on their capacity to support the requested demand and services.
Revised:  Such resources can be more efficiently utilized using demand-driven opportunistic networking that establishes the connections between devices and nodes not just based on their capacity to support the requested demand and services.
Edit intent: clarity
Original:  The field trials demonstrate that these technologies can improve the cellular spectral efficiency of conventional cellular communications under the evaluated scenarios and conditions by up to a factor of 4.7  in outdoor pedestrian scenarios and a factor of 12 in vehicular scenarios.
Revised:  The field trials demonstrate that these technologies can improve the cellular spectral efficiency of conventional cellular communications by up to a factor of 4.7 in outdoor pedestrian scenarios and a factor of 12 in vehicular scenarios.
Edit intent: clarity
Original:  The general algorithm can be specialized by varying the representation of derivatives.
Revised:  The general algorithm is then specialized by varying the representation of derivatives.
Edit intent: clarity
Original:  Here we generalize a model of the mutualistic network evolution towards increasing the species abundance Suweis et al., Nature 500, 449 (2013)%DIFDELCMD < ] %%% by including the exploitative competition between pollinators , in addition to mutualism, in the abundance dynamics . Simulations show different emergent network characteristics between plants and animals;
Revised:  Here we Suweis et al., Nature 500, 449 (2013)%DIFDELCMD < ] %%% by including the exploitative competition between pollinators , in addition to mutualism, in the abundance dynamics . Simulations show different emergent network characteristics between plants and animals;
Edit intent: clarity
Original:  Here we generalize a model of the mutualistic network evolution towards increasing the species abundance Suweis et al., Nature 500, 449 (2013)%DIFDELCMD < ] %%% by including the exploitative competition between pollinators , in addition to mutualism, in the abundance dynamics . Simulations show different emergent network characteristics between plants and animals;
Revised:  Here we generalize a model of the mutualistic network evolution towards increasing the species abundance %DIFDELCMD < ] %%% by including the exploitative competition between pollinators , in addition to mutualism, in the abundance dynamics . Simulations show different emergent network characteristics between plants and animals;
Edit intent: coherence
Original:  Here we generalize a model of the mutualistic network evolution towards increasing the species abundance Suweis et al., Nature 500, 449 (2013)%DIFDELCMD < ] %%% by including the exploitative competition between pollinators , in addition to mutualism, in the abundance dynamics . Simulations show different emergent network characteristics between plants and animals;
Revised:  Here we generalize a model of the mutualistic network evolution towards increasing the species abundance Suweis et al., Nature 500, 449 (2013)%DIFDELCMD < ] %%% investigate the effects of the exploitative competition between pollinators , in addition to mutualism, in the abundance dynamics . Simulations show different emergent network characteristics between plants and animals;
Edit intent: clarity
Original:  The inverse of the generalized interaction matrix analyzed in the weak-interaction limit allows us to identify the leading structural factors relevant to the species abundance, which are shown to be instrumental in optimizing the network structure to increase the mutualistic benefit and lower the cost of exploitative competition.
Revised:  We analyze the inverse of the generalized interaction matrix analyzed in the weak-interaction limit allows us to identify the leading structural factors relevant to the species abundance, which are shown to be instrumental in optimizing the network structure to increase the mutualistic benefit and lower the cost of exploitative competition.
Edit intent: clarity
Original:  The inverse of the generalized interaction matrix analyzed in the weak-interaction limit allows us to identify the leading structural factors relevant to the species abundance, which are shown to be instrumental in optimizing the network structure to increase the mutualistic benefit and lower the cost of exploitative competition.
Revised:  The inverse of the generalized interaction matrix in the weak-interaction limit allows us to identify the leading structural factors relevant to the species abundance, which are shown to be instrumental in optimizing the network structure to increase the mutualistic benefit and lower the cost of exploitative competition.
Edit intent: clarity
Original:  The inverse of the generalized interaction matrix analyzed in the weak-interaction limit allows us to identify the leading structural factors relevant to the species abundance, which are shown to be instrumental in optimizing the network structure to increase the mutualistic benefit and lower the cost of exploitative competition.
Revised:  The inverse of the generalized interaction matrix analyzed in the weak-interaction limit to identify the leading structural factors relevant to the species abundance, which are shown to be instrumental in optimizing the network structure to increase the mutualistic benefit and lower the cost of exploitative competition.
Edit intent: coherence
Original:  The set of fixed points of a TLN, including both stable and unstable equilibria, plays a critical role in shaping its emergent dynamics.
Revised:  The fixed points of a TLN, including both stable and unstable equilibria, plays a critical role in shaping its emergent dynamics.
Edit intent: clarity
Original:  The set of fixed points of a TLN, including both stable and unstable equilibria, plays a critical role in shaping its emergent dynamics.
Revised:  The set of fixed points of a TLN, including both stable and unstable equilibria, play a critical role in shaping its emergent dynamics.
Edit intent: fluency
Original:  In this work, we provide two novel characterizations for the set of fixed points of competitive TLNs : the first is in terms of a simple sign condition corresponding to each fixed point support;
Revised:  In this work, we provide two novel characterizations for the set of fixed points of a competitive TLN : the first is in terms of a simple sign condition corresponding to each fixed point support;
Edit intent: fluency
Original:  In this work, we provide two novel characterizations for the set of fixed points of competitive TLNs : the first is in terms of a simple sign condition corresponding to each fixed point support;
Revised:  In this work, we provide two novel characterizations for the set of fixed points of competitive TLNs : the first is in terms of a simple sign condition ,
Edit intent: clarity
Original:  while the second introduces the concept of domination.
Revised:  while the second relies on the concept of domination.
Edit intent: clarity