wanyu/IteraTeR_v2 huggingface dataset:
Original:  Here we focus on (i)  dimensionality reduction, by projecting nodes onto a low dimensional space capturing dynamic similarity at different time scales, and (ii)  how to exploit our embeddings to uncover functional modules.
Revised:  Here we focus on (i) dimensionality reduction, i.e., projecting nodes onto a low dimensional space capturing dynamic similarity at different time scales, and (ii) how to exploit our embeddings to uncover functional modules.
Edit intent: coherence
Original:  Here we focus on (i)  dimensionality reduction, by projecting nodes onto a low dimensional space capturing dynamic similarity at different time scales, and (ii)  how to exploit our embeddings to uncover functional modules.
Revised:  Here we focus on (i) dimensionality reduction, by projecting nodes onto a low dimensional space that captures dynamic similarity at different time scales, and (ii) how to exploit our embeddings to uncover functional modules.
Edit intent: clarity
Original:  Here we focus on (i)  dimensionality reduction, by projecting nodes onto a low dimensional space capturing dynamic similarity at different time scales, and (ii)  how to exploit our embeddings to uncover functional modules.
Revised:  Here we focus on (i) dimensionality reduction, by projecting nodes onto a low dimensional space capturing dynamic similarity at different time scales, and (ii) ~ how to exploit our embeddings to uncover functional modules.
Edit intent: fluency
Original:  We further highlight how several ideas from community detection can be generalized in terms of our embedding perspective and linked to ideas from Control Theory .
Revised:  We further highlight how certain ideas from community detection can be generalized in terms of our embedding perspective and linked to ideas from Control Theory .
Edit intent: clarity
Original:  We further highlight how several ideas from community detection can be generalized in terms of our embedding perspective and linked to ideas from Control Theory .
Revised:  We further highlight how several ideas from community detection can be generalized and linked to ideas from Control Theory .
Edit intent: clarity
Original:  The time evolution of the concentration of a given genome is controlled by a p-adic reaction-ultradiffusion equation.
Revised:  The time evolution of the concentration of a given genome is controlled by a p-adic evolution equation.
Edit intent: clarity
Original:  In all these cases, we use linearity of the Shapley values and fast multi-point evaluation of polynomials as a key subroutine .
Revised:  In all these cases, we use linearity of the Shapley values and algebraic methods .
Edit intent: clarity
Original: We propose a novel hardware and software pipeline to fabricate flexible wearable sensors and use them to capture deformations without line of sight.
Revised: We propose a hardware and software pipeline to fabricate flexible wearable sensors and use them to capture deformations without line of sight.
Edit intent: clarity
Original:  Overlapping conductive areas from separate layers form local capacitors which measure dense area changes.
Revised:  Overlapping conductive areas from separate layers form local capacitors that measure dense area changes.
Edit intent: fluency
Original: Using a new supervised aggregated sentiment analysis algorithm (iSA), we analyze 26.2 million comments published in Arabic language on Twitter, from July 2014 to January 2015, when ISIS' strength reached its peak and the group was prominently expanding the territorial area under its control.
Revised: We analyze 26.2 million comments published in Arabic language on Twitter, from July 2014 to January 2015, when ISIS' strength reached its peak and the group was prominently expanding the territorial area under its control.
Edit intent: coherence
Original:  Applying statistical analysis to the results of sentiment analysis we then investigate two specific topics.
Revised:  We then investigate two specific topics.
Edit intent: clarity
Original:  While the scientific impact of papers has been extensively studied, the technological aspect remains largely unknown . Here we aim to fill this gap by presenting a comparative study on how 919 thousand biomedical papers are cited by U.S. patents and by other papers over time.
Revised:  While the scientific impact of papers has been extensively studied, the technological aspect remains less known in the literature . Here we aim to fill this gap by presenting a comparative study on how 919 thousand biomedical papers are cited by U.S. patents and by other papers over time.
Edit intent: clarity
Original:  Our work contributes to the understanding of the technological , and societal in general, impact of papers.
Revised:  Our work contributes to the understanding of the technological impact of papers.
Edit intent: clarity
Original: Understanding of narrative content has become an increasingly popular topic.
Revised: Understanding narrative content has become an increasingly popular topic.
Edit intent: clarity
Original:  We present a joint representation learning framework for embedding actors, literary characters, movies, genres, and descriptive keywords as Gaussian distributions and translation vectors on the Gaussian means.
Revised:  We present a joint representation learning framework for embedding actors, movies, character roles, genres, and descriptive keywords as Gaussian distributions and translation vectors on the Gaussian means.
Edit intent: clarity
Original:  In this work, we present a programming paradigm allowing the control of swarms with a minimum communication bandwidth in a simple manner, yet allowing the emergence of diverse complex behaviors and autonomy of the swarm.
Revised:  In this work, we present a programming paradigm allowing the control of swarms with minimalistic communication bandwidth in a simple manner, yet allowing the emergence of diverse complex behaviors and autonomy of the swarm.
Edit intent: clarity
Original:  Communication in the proposed paradigm is based on single bit "ping"-signals propagating as information-waves throughout the swarm.
Revised:  Communi cation in the proposed paradigm is based on single bit "ping"-signals propagating as information-waves throughout the swarm.
Edit intent: fluency
Original:  Communication in the proposed paradigm is based on single bit "ping"-signals propagating as information-waves throughout the swarm.
Revised:  Communication in the proposed paradigm is based on "ping"-signals propagating as information-waves throughout the swarm.
Edit intent: clarity
Original:  We show that even this minimum bandwidth communication between agents suffices for the design of a substantial set of behaviors in the domain of essential behaviors of a collective , including locomotion and self awareness of the swarm .
Revised:  We show that even with 1-bit bandwidth communication between agents suffices for the design of a substantial set of behaviors in the domain of essential behaviors of a collective , including locomotion and self awareness of the swarm .
Edit intent: clarity
Original: The actomyosin cytoskeleton is an active semi-flexible polymer network whose non-equilibrium behaviors regulate both cell elasticity and fluidity to maintain or change cell shape.
Revised: The actin cytoskeleton is an active semi-flexible polymer network whose non-equilibrium behaviors regulate both cell elasticity and fluidity to maintain or change cell shape.
Edit intent: fluency
Original: The actomyosin cytoskeleton is an active semi-flexible polymer network whose non-equilibrium behaviors regulate both cell elasticity and fluidity to maintain or change cell shape.
Revised: The actomyosin cytoskeleton is an active semi-flexible polymer network whose non-equilibrium properties coordinate both stable and contractile behaviors to maintain or change cell shape.
Edit intent: clarity
Original:  The main application we have in mind is the martingale optimal transport problem with when the martingales are assumed to have bounded volatility/quadratic variation.
Revised:  The main application we have in mind is the martingale optimal transport problem when the martingales are assumed to have bounded volatility/quadratic variation.
Edit intent: fluency
Original:  The main application we have in mind is the martingale optimal transport problem when the martingales are assumed to have bounded volatility/ quadratic variation.
Revised:  The main application we have in mind is the martingale optimal transport problems when the martingales are assumed to have bounded volatility/ quadratic variation.
Edit intent: fluency
Original:  The main application we have in mind is the martingale optimal transport problem when the martingales are assumed to have bounded volatility/ quadratic variation.
Revised:  The main application we have in mind is the martingale optimal transport problem when the martingales are assumed to have bounded quadratic variation.
Edit intent: clarity
Original:  Second, we consider the optimal transport problem with constraints and obtain the Kantorovich duality.
Revised:  Second, we consider the optimal transport problem with constraints and obtain its Kantorovich duality.
Edit intent: clarity
Original:  A corollary of this result is a monotonicity principle which gives us a geometric way of identifying the optimizer.
Revised:  A corollary of this result is a monotonicity principle which gives a geometric way of identifying the optimizer.
Edit intent: coherence
Original:  Specifically, our model automatically learns the influence weight of each user in a group and recommends items to the group based on its members' weighted preferences.
Revised:  Specifically, our model learns the influence weight of each user in a group and recommends items to the group based on its members' weighted preferences.
Edit intent: clarity
Original:  Our model significantly outperforms baseline methods and shows promising results in applying deep learning to the group recommendation problem.
Revised:  Our model significantly outperforms baseline methods for the group recommendation problem.
Edit intent: clarity
Original:  This paper aims at analyzing the relationships of characters in Friends, a famous sitcom .
Revised:  This paper aims at analyzing the relationships of characters in the sitcom Friends .
Edit intent: clarity
Original:  In particular,  not only static structure  and causality relationships are investigated, but also temporal aspects.
Revised:  In particular, not only static structure of the graphs and causality relationships are investigated, but also temporal aspects.
Edit intent: clarity
Original:  there is a high variance in degrees of the six friends and the rest of the characters, which points to a centralized network;
Revised:  there is a high difference regarding degrees of the six friends and the rest of the characters, which points to a centralized network;
Edit intent: clarity
Original:  there is a high variance in degrees of the six friends and the rest of the characters, which points to a centralized network;
Revised:  there is a high variance in degrees of the six friends versus the rest of the characters, which points to a centralized network;
Edit intent: clarity
Original:  Cellular networks stand ready nationwide to support flying UAVs by providing wide-area, quality, and secure connectivity for UAV operations.
Revised:  Cellular networks stand ready to support flying UAVs by providing wide-area, quality, and secure connectivity for UAV operations.
Edit intent: clarity
Original:  However  the numerous attempts to test its performance for community detection in real complex networks have been attaining results very far from the state of the art methods such as Infomap and Louvain.
Revised:  However , the numerous attempts to test its performance for community detection in real complex networks have been attaining results very far from the state of the art methods such as Infomap and Louvain.
Edit intent: fluency
Original:  However  the numerous attempts to test its performance for community detection in real complex networks have been attaining results very far from the state of the art methods such as Infomap and Louvain.
Revised:  However the numerous attempts to test its performance for community detection in complex networks have been attaining results very far from the state of the art methods such as Infomap and Louvain.
Edit intent: clarity
Original:  Our results demonstrate that the  dissimilarity measures we designed bring affinity propagation to  outperform current state of the art methods for community detection , not only on several original real networks , but also when their structure is corrupted by noise artificially induced by missing or spurious connectivity.
Revised:  Our results demonstrate that the dissimilarity measures we design bring affinity propagation to outperform current state of the art methods for community detection , not only on several original real networks , but also when their structure is corrupted by noise artificially induced by missing or spurious connectivity.
Edit intent: fluency
Original: Changes in calcium concentration along the sperm flagellum regulates sperm motility and hyperactivation, characterized by an increased flagellar bend amplitude and beat asymmetry, enabling the sperm to reach and penetrate the ovum (egg).
Revised: Changes in calcium concentration along the sperm flagellum regulate sperm motility and hyperactivation, characterized by an increased flagellar bend amplitude and beat asymmetry, enabling the sperm to reach and penetrate the ovum (egg).
Edit intent: fluency
Original: The inverse problem for the 2D parabolic equation on an inclined line , which is finding the initial values of the amplitude based on its values on a semi-line orthogonal to the beam 's propagation direction , is considered .
Revised: The inverse problem for the 2D parabolic equation on an inclined line based on the values of amplitude or its module as recorded on semi-infinite line orthogonal to the beam 's propagation direction , is considered .
Edit intent: clarity
Original:  A method for numerical solution of the obtained integral equation is developed and several numerical examples are considered .
Revised:  A method for numerical solution of the obtained integral equation is developed and a set of numerical experiments is performed .
Edit intent: clarity
Original:  We present the general scheme and explain each parallelization step of the standard simplex algorithm, emphasizing important solutions for solving performance bottlenecks.
Revised:  We present the general scheme and explain the strategies taken to parallelize each step of the standard simplex algorithm, emphasizing important solutions for solving performance bottlenecks.
Edit intent: clarity
Original:  We present the general scheme and explain each parallelization step of the standard simplex algorithm, emphasizing important solutions for solving performance bottlenecks.
Revised:  We present the general scheme and explain each parallelization step of the standard simplex algorithm, emphasizing the solutions found to solve performance bottlenecks.
Edit intent: clarity
Original:  Also, they show that the parallelization strategies applied to avoid bottlenecks caused the implementation to scale well with the problem size and the core count up to a certain limit of problem size.
Revised:  Also, they show that the parallelization strategies applied to avoid bottlenecks lead the implementation to scale well with the problem size and the core count up to a certain limit of problem size.
Edit intent: clarity
Original: The impedance profile of a neuron can identify its resonant properties, even though this measure can not distinguish if the input signal is positive or negative.
Revised: Conventional impedance profile of a neuron can identify its resonant properties, even though this measure can not distinguish if the input signal is positive or negative.
Edit intent: clarity
Original:  Experimental observations suggest that the response of neurons to oscillatory inputs in different frequencies may enhance excitation or inhibition.
Revised:  Experimental observations have shown that the response of neurons to oscillatory inputs in different frequencies may enhance excitation or inhibition.
Edit intent: clarity
Original:  Experimental observations suggest that the response of neurons to oscillatory inputs in different frequencies may enhance excitation or inhibition.
Revised:  Experimental observations suggest that the response of neurons to oscillatory inputs in different frequencies preferentially enhance either excitation or inhibition.
Edit intent: clarity
Original:  Here we show that this asymmetric voltage response can arise by submitting a neuron model to ZAP functions of high amplitude .
Revised:  Here we show that this asymmetric voltage response can arise by submitting a neuron model to high amplitude oscillatory currents of variable frequencies .
Edit intent: clarity
Original: Conventional impedance profile of a neuron can identify its resonant properties, even though this measure can not distinguish if the input signal is positive or negative . Experimental observations have shown that the response of neurons to oscillatory inputs in different frequencies preferentially enhance either excitation or inhibition .
Revised: The conventional impedance profile of a neuron can identify its resonant properties, even though this measure can not distinguish if the input signal is positive or negative . Experimental observations have shown that the response of neurons to oscillatory inputs in different frequencies preferentially enhance either excitation or inhibition .
Edit intent: fluency
Original: Conventional impedance profile of a neuron can identify its resonant properties, even though this measure can not distinguish if the input signal is positive or negative . Experimental observations have shown that the response of neurons to oscillatory inputs in different frequencies preferentially enhance either excitation or inhibition .
Revised: Conventional impedance profile of a neuron can identify its resonant properties, even though this measure can not distinguish situations where the output signal is nonlinear . Experimental observations have shown that the response of neurons to oscillatory inputs in different frequencies preferentially enhance either excitation or inhibition .
Edit intent: clarity
Original: Conventional impedance profile of a neuron can identify its resonant properties, even though this measure can not distinguish if the input signal is positive or negative . Experimental observations have shown that the response of neurons to oscillatory inputs in different frequencies preferentially enhance either excitation or inhibition .
Revised: Conventional impedance profile of a neuron can identify its resonant properties, even though this measure can not distinguish if the input signal is positive or negative . Experimental observations have shown that the response of neurons to oscillatory inputs in different frequencies preferentially enhances either the upper or lower part of the voltage envelope .
Edit intent: clarity
Original:  This asymmetry in response can be used by a brain embedded neuron to discriminate between the frequency dependent excitatory and inhibitory inputs that occur in network oscillatory states .
Revised:  This asymmetry in response can be used by a brain embedded neuron to discriminate an oscillatory frequency dependent input to upper or lower enhanced voltage response .
Edit intent: clarity
Original: The conventional impedance profile of a neuron can identify its resonant properties , even though this measure can not distinguish situations where the output signal is nonlinear . Experimental observations have shown that the response of neurons to oscillatory inputs in different frequencies preferentially enhances either the upper or lower part of the voltage envelope .
Revised: The conventional impedance profile of a neuron can identify its resonant properties , even though this measure can not distinguish situations where the output signal is nonlinear . Experimental observations have shown that the response of neurons to oscillatory inputs preferentially enhances either the upper or lower part of the voltage envelope .
Edit intent: clarity
Original:  Here we show that this asymmetric voltage response can arise by submitting a neuron model to high amplitude oscillatory currents of variable frequencies.
Revised:  Here we show that this asymmetric voltage response can arise by submitting a neuron model when it is submitted to high enough amplitude oscillatory currents of variable frequencies.
Edit intent: clarity
Original:  We show how  nonlinearities associated to different ionic currents or voltage equations can lead to asymmetrical response and  propose a geometrical explanation for the phenomenon based on their activation curves  .
Revised:  We show how the nonlinearities associated to different ionic currents or voltage equations can lead to asymmetrical response and propose a geometrical explanation for the phenomenon based on their activation curves .
Edit intent: fluency
Original:  The results reported in this paper could be used by a brain embedded neuron to discriminate an oscillatory frequency dependent input to upper or lower enhanced voltage response .
Revised:  The results reported in this paper shed light on the ionic mechanisms by which brain embedded neurons process oscillatory information .
Edit intent: clarity
Original: Profiling and minimizing the energy consumption of IoT devices is an essential step towards employing IoT in various application domains.
Revised: Profiling and minimizing the energy consumption of resource-constrained devices is an essential step towards employing IoT in various application domains.
Edit intent: clarity
Original:   In this paper we propose EMPIOT, an accurate, low-cost, easy to build, and flexible , power measurement platform.
Revised:  In this paper we propose EMPIOT, an accurate, low-cost, easy to build, and flexible power measurement platform.
Edit intent: fluency
Original:  We present the hardware and software components of this platform , and study the effect of various design parameters on accuracy  .
Revised:  We present the hardware and software components of this platform and study the effect of various design parameters on accuracy .
Edit intent: fluency
Original:  In particular, we analyze the effect of driver, bus speed, input voltage, and buffering mechanism , on sampling rate, measurement accuracy and processing demand.
Revised:  In particular, we analyze the effects of driver, bus speed, input voltage, and buffering mechanism , on sampling rate, measurement accuracy and processing demand.
Edit intent: fluency
Original:  In particular, we analyze the effect of driver, bus speed, input voltage, and buffering mechanism , on sampling rate, measurement accuracy and processing demand.
Revised:  In particular, we analyze the effect of driver, bus speed, input voltage, and buffering mechanism on sampling rate, measurement accuracy and processing demand.
Edit intent: fluency
Original:  Using five different IoT devices performing four types of workloads, we evaluate the performance of EMPIOT against the ground truth obtained from  high-accuracy devices .
Revised:  Using five different IoT devices performing four types of workloads, we evaluate the performance of EMPIOT against the ground truth obtained from a high-accuracy devices .
Edit intent: fluency
Original:  Our results show that, for very low-power devices that utilize 802.15.4 wireless standard,  measurement error is less than 4 \%.
Revised:  Our results show that, for very low-power devices that utilize 802.15.4 wireless standard, the measurement error is less than 4 \%.
Edit intent: fluency
Original:  In addition, for 802.11-based devices that generate short and high power spikes,  error is less than 3 \%.
Revised:  In addition, for 802.11-based devices that generate short and high power spikes, the error is less than 3 \%.
Edit intent: fluency