wanyu/IteraTeR_v2 huggingface dataset:
Original:  While a mathematical treatment of the costs and benefits of decisions can predict the optimal strategy in simple settings, more realistic situations ( finite populations, non-vanishing mutations rates,  communication between agents, and spatial interactions ) require agent-based methods where each agent is modeled as an individual, carries its own genes that determine its decisions, and where the evolutionary outcome can only be ascertained by evolving the population of agents forward in time.
Revised:  While a mathematical treatment of the costs and benefits of decisions can predict the optimal strategy in simple settings, more realistic situations ( finite populations, non-vanishing mutations rates, communication between agents, and spatial interactions , require agent-based methods where each agent is modeled as an individual, carries its own genes that determine its decisions, and where the evolutionary outcome can only be ascertained by evolving the population of agents forward in time.
Edit intent: fluency
Original:  Here we discuss the use of agent-based methods in evolutionary game theory and contrast standard results to those obtainable by a mathematical treatment .
Revised:  Here we discuss the use of agent-based methods that can go beyond the limitations of equations and simulate the complexity of heterogeneous populations and an ever-changing set of interactors .
Edit intent: clarity
Original:  In this paper, we establish a general framework to the thermodynamics of information processing in sensing.
Revised:  In this paper, we establish a general framework for the thermodynamics of information processing in sensing.
Edit intent: fluency
Original:  In this regime, we quantify the amount of information stored by each methyl group , and show that receptors consume energy in the range of the information-theoretic minimum.
Revised:  In this regime, we quantify the amount of information stored by each methyl group and show that receptors consume energy in the range of the information-theoretic minimum.
Edit intent: fluency
Original:  Our work provides a basis for further inquiries into more complex phenomena, such as gradient sensing , frequency response, and signal amplification .
Revised:  Our work provides a basis for further inquiries into more complex phenomena, such as gradient sensing and frequency response .
Edit intent: clarity
Original:  Therefore, an energy constraints on the PU and SU average transmitted energy was added to the optimization problem.
Revised:  Therefore, we include energy constraints on the PU and SU average transmitted energy was added to the optimization problem.
Edit intent: coherence
Original:  Therefore, an energy constraints on the PU and SU average transmitted energy was added to the optimization problem.
Revised:  Therefore, an energy constraints on the PU and SU average transmitted energy to the optimization problem.
Edit intent: clarity
Original:  The results show a significant gain of the proposed scheme relative to other well-known access schemes up to 44 \\%DIF < in terms of SU %DIF > in terms of SU throughput.
Revised:  The results show a significant gain of the proposed scheme relative to other well-known access schemes up to 44 \\%DIF < in terms of %DIF > in terms of SU throughput.
Edit intent: fluency
Original:  Moreover, we are interested in providing an energy efficient cognitive scheme.
Revised:  Moreover, we are interested in providing an energy-efficient cognitive scheme.
Edit intent: fluency
Original:  The results show a significant gain of the proposed scheme relative to other well-known access schemes up to 44%DIFDELCMD < \\%%% %DIF < in terms of SU throughput .
Revised:  The numerical results show the advantage in terms of SU throughput of the proposed scheme relative to other well-known access schemes up to 44%DIFDELCMD < \\%%% %DIF < in terms of SU throughput .
Edit intent: clarity
Original:  The results show a significant gain of the proposed scheme relative to other well-known access schemes up to 44%DIFDELCMD < \\%%% %DIF < in terms of SU throughput .
Revised:  The results show a significant gain of the proposed scheme %DIFDELCMD < \\%%% %DIF < in terms of SU throughput .
Edit intent: clarity
Original:  Recently, a new stochastic geometry approach based on the Poisson point process (PPP)  attracts an ever-increasing popularity in modeling BS deployment of cellular networks due to its merits of tractability and capability for capturing non-uniformity .
Revised:  Recently, stochastic geometry based models, especially the Poisson point process (PPP) attracts an ever-increasing popularity in modeling BS deployment of cellular networks due to its merits of tractability and capability for capturing non-uniformity .
Edit intent: clarity
Original:  Recently, a new stochastic geometry approach based on the Poisson point process (PPP)  attracts an ever-increasing popularity in modeling BS deployment of cellular networks due to its merits of tractability and capability for capturing non-uniformity .
Revised:  Recently, a new stochastic geometry approach based on the Poisson point process (PPP) , attracts an ever-increasing popularity in modeling BS deployment of cellular networks due to its merits of tractability and capability for capturing non-uniformity .
Edit intent: fluency
Original:  Recently, a new stochastic geometry approach based on the Poisson point process (PPP)  attracts an ever-increasing popularity in modeling BS deployment of cellular networks due to its merits of tractability and capability for capturing non-uniformity .
Revised:  Recently, a new stochastic geometry approach based on the Poisson point process (PPP) attracts an ever-increasing popularity in modeling BS deployment of cellular networks due to its merits of tractability and capability for capturing nonuniformity .
Edit intent: fluency
Original:  In this letter, we perform a detailed comparison between the PPP model and real base station locations .
Revised:  In this study, a detailed comparison between the PPP model and real base station locations .
Edit intent: clarity
Original:  Furthermore, we examine the topology of urban and rural deployment separately by comparing the corresponding real data with aggregative point process models as well as repulsive point process models .
Revised:  Furthermore, the topology of urban and rural deployment separately by comparing the corresponding real data with aggregative point process models as well as repulsive point process models .
Edit intent: clarity
Original:  This comparison verifies that the capacity-centric deployment in urban areas can be modeled by typical aggregative processes such as the Matern cluster process, while the coverage-centric deployment in rural areas can be modeled by representative repulsive processes such as the Strauss hard-core process.
Revised:  This comparison verifies that the capacity-centric deployment in urban areas can be modeled by typical aggregative processes such as the Matern cluster process, while the coverage-centric deployment in rural areas can be modeled by representative 
Edit intent: clarity
Original:  The accuracy of a structural analysis is fully determined by the RL, not by the mesh.
Revised:  The accuracy of a structural analysis is actually determined by the RL, not by the mesh.
Edit intent: clarity
Original:  We first introduce closed networks `` in a box '' , whose thermodynamics is subjected to strict physical constraints: the mass-action law, elementarity of processes, and detailed balance.
Revised:  We first introduce closed networks " in a box '' , whose thermodynamics is subjected to strict physical constraints: the mass-action law, elementarity of processes, and detailed balance.
Edit intent: fluency
Original:  We first introduce closed networks `` in a box '' , whose thermodynamics is subjected to strict physical constraints: the mass-action law, elementarity of processes, and detailed balance.
Revised:  We first introduce closed networks `` in a box " , whose thermodynamics is subjected to strict physical constraints: the mass-action law, elementarity of processes, and detailed balance.
Edit intent: fluency
Original:  There has been extensive research on algorithms for problems like clustering and near neighbor search with respect to Bregman divergences ;
Revised:  There has been extensive research on algorithms for problems like clustering and near neighbor search with respect to Bregman divergences ,
Edit intent: fluency
Original:  We show that a generalization of the Bonami-Beckner hypercontractivity inequality exists ``in expectation'' or upon restriction to certain subsets of the Hamming cube, and that this is sufficient to prove the desired isoperimetric inequality that we use in our data structure lower bound.
Revised:  We show that a generalization of the Bonami-Beckner hypercontractivity inequality exists "in expectation" or upon restriction to certain subsets of the Hamming cube, and that this is sufficient to prove the desired isoperimetric inequality that we use in our data structure lower bound.
Edit intent: fluency
Original:  We relate this to the problem of estimating the number of modes (i.e., local maxima) -- a well known question in statistical inference -- and we show how to do so without presmoothing the data.
Revised:  We relate this to the problem of estimating the number of modes (i.e., local maxima) - a well known question in statistical inference -- and we show how to do so without presmoothing the data.
Edit intent: fluency
Original:  We relate this to the problem of estimating the number of modes (i.e., local maxima) -- a well known question in statistical inference -- and we show how to do so without presmoothing the data.
Revised:  We relate this to the problem of estimating the number of modes (i.e., local maxima) -- a well known question in statistical inference - and we show how to do so without presmoothing the data.
Edit intent: fluency
Original:  To this end, we extend the ideas of persistent homology by working with norms different from the (classical) supremum norm.
Revised:  To this end, we modify the ideas of persistent homology by working with norms different from the (classical) supremum norm.
Edit intent: clarity
Original:  To this end, we extend the ideas of persistent homology by working with norms different from the (classical) supremum norm.
Revised:  To this end, we extend the ideas of persistent homology by working with norms different from the supremum norm.
Edit intent: clarity
Original:  As a particular case we investigate the so called Kolmogorov norm.
Revised:  As a particular case we investigate the Kolmogorov norm.
Edit intent: clarity
Original:  We argue that this extension has certain statistical advantages.
Revised:  We argue that this modification has certain statistical advantages.
Edit intent: clarity
Original:  As a result of independent interest, we show that so-called taut strings minimize the number of critical points for a very general class of functions.
Revised:  As a result of independent interest, we show that taut strings minimize the number of critical points for a very general class of functions.
Edit intent: clarity
Original:  We show that the single-type semantics is strictly more expressive than the multi-type semantics, single-type validation is generally intractable and multi-type validation is feasible for a small class of %DIFDELCMD < \RBEs%%%  . To further curb the high computational complexity of validation, we propose a natural notion of determinism and show that multi-type validation for the class of deterministic schemas using single-occurrence regular bag expressions (SORBEs) is tractable.
Revised:  We show that the single-type semantics is strictly more expressive than the multi-type semantics, single-type validation is generally intractable and multi-type validation is feasible for a small class of %DIFDELCMD < \RBEs%%% RBEs . To further curb the high computational complexity of validation, we propose a natural notion of determinism and show that multi-type validation for the class of deterministic schemas using single-occurrence regular bag expressions (SORBEs) is tractable.
Edit intent: clarity
Original:  However, the price that is paid is the use of at most 2^{n-1} Rabin pairs (instead of n in Safra's construction).
Revised:  However, the price that is paid is the use of 2^{n-1} Rabin pairs (instead of n in Safra's construction).
Edit intent: clarity
Original:  So, whether the index complexity of Schewe's construction can be improved is an interesting problem  .
Revised:  Further, by introducing the .
Edit intent: coherence
Original: The dual representation of the martingale optimal transport problem in the Skorokhod space of multi dimensional c?adl?ag processes is proved.
Revised: The dual representation of the martingale optimal transport problem in the Skorokhod space of multi dimensional cadlag processes is proved.
Edit intent: fluency
Original:  This problem has the ?nancial interpretation as the robust hedging of path dependent European options  .
Revised:  This problem has the financial interpretation as the robust hedging of path dependent European options .
Edit intent: fluency
Original:  This relationship has been well known for sparse deployment, i.e. when the number of base stations is low compared to the number of users , showing average rate is independent of BS density.
Revised:  This relationship has been well known for sparse deployment, i.e. when the number of BSs is small compared to the number of users , showing average rate is independent of BS density.
Edit intent: clarity
Original:  This relationship has been well known for sparse deployment, i.e. when the number of base stations is low compared to the number of users , showing average rate is independent of BS density.
Revised:  This relationship has been well known for sparse deployment, i.e. when the number of base stations is low compared to the number of users . In this case the SE is independent of BS density.
Edit intent: clarity
Original:  Consequently , we provide deployment planning guidelines that will aid the operator in his decision if he should invest more in BS densification or in acquiring more spectrum for his ultra-dense cellular network .
Revised:  In addition , we provide deployment planning guidelines that will aid the operator in his decision if he should invest more in BS densification or in acquiring more spectrum for his ultra-dense cellular network .
Edit intent: coherence
Original:  Consequently , we provide deployment planning guidelines that will aid the operator in his decision if he should invest more in BS densification or in acquiring more spectrum for his ultra-dense cellular network .
Revised:  Consequently , we provide deployment planning guidelines that will aid the operator in his decision if he should invest in densifying his network or in acquiring more spectrum for his ultra-dense cellular network .
Edit intent: clarity
Original:  Consequently , we provide deployment planning guidelines that will aid the operator in his decision if he should invest more in BS densification or in acquiring more spectrum for his ultra-dense cellular network .
Revised:  Consequently , we provide deployment planning guidelines that will aid the operator in his decision if he should invest more in BS densification or in acquiring more spectrum .
Edit intent: clarity
Original:  In particular, linear programs defined by totally unimodular matrices are captured in this famework (\delta \geq 1/ \sqrt{n ) for which Dyer and Frieze previously described a strongly polynomial-time randomized algorithm.
Revised:  In particular, linear programs defined by totally unimodular matrices are captured in this famework (\delta \geq 1/ n ) for which Dyer and Frieze previously described a strongly polynomial-time randomized algorithm.
Edit intent: clarity
Original:  This property is a geometric generalization of A being integral and all sub-determinants of A being bounded by \Delta in absolute value (since \delta \geq 1/(\Delta^2 n )).
Revised:  This property is a geometric generalization of A being integral and all sub-determinants of A being bounded by \Delta in absolute value (since \delta \geq 1/(\Delta^2 n )).
Edit intent: fluency
Original:  In particular, linear programs defined by totally unimodular matrices are captured in this famework (\delta \geq 1/ n ) for which Dyer and Frieze previously described a strongly polynomial-time randomized algorithm.
Revised:  In particular, linear programs defined by totally unimodular matrices are captured in this famework (\delta \geq 1/ n ) for which Dyer and Frieze previously described a strongly polynomial-time randomized algorithm.
Edit intent: fluency
Original:  Here we introduce a stochastic dynamics model for myosin II minifilaments as two small myosin II motor ensembles engaging in a stochastic tug-of-war.
Revised:  Here we introduce a stochastic model for myosin II minifilaments as two small myosin II motor ensembles engaging in a stochastic tug-of-war.
Edit intent: clarity
Original:  Our simulation and analytical results reveal a strong dependance of myosin II minifilament dynamics on environmental stiffness that is reminiscent of the cellular response to substrate stiffness.
Revised:  Our simulation and analytical results reveal a strong dependence of myosin II minifilament dynamics on environmental stiffness that is reminiscent of the cellular response to substrate stiffness.
Edit intent: fluency
Original:  This functional switch arises because dissociation after the powerstroke is suppressed by force (catch bonding) and because the ensemble shifts to the pre-powerstroke state in a soft environment.
Revised:  This functional switch arises because dissociation after the power stroke is suppressed by force (catch bonding) and because the ensemble shifts to the pre-powerstroke state in a soft environment.
Edit intent: fluency
Original: The alignment of code in  deeply embedded SoCs can have a large impact on the total energy consumption  .
Revised: The alignment of code in deeply embedded SoCs can have a large impact on the total energy consumption of a computation .
Edit intent: clarity
Original:  We investigate the effect of code alignment in six SoCs and find that a large proportion of this energy (up to 15\% of total SoC energy consumption) can be saved by changing the alignmentof the code .
Revised:  We investigate the effect of code alignment in six SoCs and find that a large proportion of this energy (up to 15\% of total SoC energy consumption) can be saved by changes to the alignment .
Edit intent: fluency
Original:  A flexible model is created to predict the  energy consumption of embedded flash memory on deeply embedded SoCs, when code is executing in place.
Revised:  A flexible model is created to predict the energy consumption of flash memory on deeply embedded SoCs, when code is executing in place.
Edit intent: fluency
Original:  A flexible model is created to predict the  energy consumption of embedded flash memory on deeply embedded SoCs, when code is executing in place.
Revised:  A flexible model is created to predict the energy consumption of embedded flash memory on deeply embedded SoCs, where code is executed in place.
Edit intent: clarity
Original:  This model uses the instruction level memory accesses performed by the processor , allowing the flash energy consumption of a sequence of instructions to be calculated .
Revised:  This model uses the instruction level memory accesses performed by the processor to calculate the flash energy consumption of a sequence of instructions to be calculated .
Edit intent: clarity
Original:  This model uses the instruction level memory accesses performed by the processor , allowing the flash energy consumption of a sequence of instructions to be calculated .
Revised:  This model uses the instruction level memory accesses performed by the processor , allowing the flash energy consumption of a sequence of instructions .
Edit intent: clarity
Original:  We derive the model parameters for five of the six SoCs and validate it .
Revised:  We derive the model parameters for five SoCs and validate it .
Edit intent: clarity
Original:  We derive the model parameters for five of the six SoCs and validate it .
Revised:  We derive the model parameters for five of the six SoCs and validate them .
Edit intent: clarity
Original:  The error is as low as 5.0\%for some platforms , with a 11\% average normalized RMS deviation overall.
Revised:  The error is as low as 5\% , with a 11\% average normalized RMS deviation overall.
Edit intent: clarity
Original:  The scope for optimizing code alignment is explored and analysis shows that over 30\% of loops could be better aligned across a range of benchmarks and SoCs.
Revised:  The scope for optimizing code alignment is explored across a range of benchmarks and SoCs. Analysis shows that over 30\% of loops could be better aligned across a range of benchmarks and SoCs.
Edit intent: coherence
Original:  The scope for optimizing code alignment is explored and analysis shows that over 30\% of loops could be better aligned across a range of benchmarks and SoCs.
Revised:  The scope for optimizing code alignment is explored and analysis shows that over 30\% of loops can be better aligned across a range of benchmarks and SoCs.
Edit intent: fluency
Original:  This could significantly reduce energy while increasing code size by less than 4.0 \%.
Revised:  This could significantly reduce energy while increasing code size by less than 4 \%.
Edit intent: clarity
Original:  We conclude that this effect has potential for an effective optimization, saving significant energy in deeply embedded SoCs.
Revised:  We conclude that this effect has potential as an effective optimization, saving significant energy in deeply embedded SoCs.
Edit intent: clarity
Original: As smart devices boom and bandwidth-hungry applications (e.g., high-definition videos, telepresence and cloud storage services ) get popular, today's Wireless Local Area Networks (WLANs) become not only crowded but also low at throughput.
Revised: As wireless devices boom, and bandwidth-hungry applications (e.g., high-definition videos, telepresence and cloud storage services ) get popular, today's Wireless Local Area Networks (WLANs) become not only crowded but also low at throughput.
Edit intent: clarity
Original: As smart devices boom and bandwidth-hungry applications (e.g., high-definition videos, telepresence and cloud storage services ) get popular, today's Wireless Local Area Networks (WLANs) become not only crowded but also low at throughput.
Revised: As smart devices boom and bandwidth-hungry applications (e.g., video and cloud uploading ) get popular, today's Wireless Local Area Networks (WLANs) become not only crowded but also low at throughput.
Edit intent: clarity
Original: As smart devices boom and bandwidth-hungry applications (e.g., high-definition videos, telepresence and cloud storage services ) get popular, today's Wireless Local Area Networks (WLANs) become not only crowded but also low at throughput.
Revised: As smart devices boom and bandwidth-hungry applications (e.g., high-definition videos, telepresence and cloud storage services ) get popular, today's Wireless Local Area Networks (WLANs) become not only crowded but also stressed at throughput.
Edit intent: clarity
Original:  The employment of the Multiple-Input and Multiple-Output ( MIMO) technique, especially the multi-user mode ( MU-MIMO), has huge potentials to substantially increase the throughput, as well as to mitigate high collision rates in dense WLANs.
Revised:  Multi-user Multiple-Input and Multiple-Output ( MIMO) technique, especially the multi-user mode ( MU-MIMO), has huge potentials to substantially increase the throughput, as well as to mitigate high collision rates in dense WLANs.
Edit intent: clarity