wanyu/IteraTeR_v2 huggingface dataset:
Original:  Our experimental evaluation shows that our hybrid auction leads to a fairer distribution of social welfare among bidders and significantly reduces runtime , while matching the economic efficiency of state-of-the-art auction designs .
Revised:  We experimentally show that our hybrid auction leads to a fairer distribution of social welfare among bidders and significantly reduces runtime , while matching the economic efficiency of state-of-the-art auction designs .
Edit intent: clarity
Original:  Our experimental evaluation shows that our hybrid auction leads to a fairer distribution of social welfare among bidders and significantly reduces runtime , while matching the economic efficiency of state-of-the-art auction designs .
Revised:  Our experimental evaluation shows that our hybrid auction leads to a fairer distribution of social welfare , and significantly reduces runtime , while matching the economic efficiency of state-of-the-art auction designs .
Edit intent: clarity
Original:  Our experimental evaluation shows that our hybrid auction leads to a fairer distribution of social welfare among bidders and significantly reduces runtime , while matching the economic efficiency of state-of-the-art auction designs .
Revised:  Our experimental evaluation shows that our hybrid auction leads to a fairer distribution of social welfare among bidders and significantly reduces runtime .
Edit intent: clarity
Original:  With this paper, we are the first to leverage Fourier analysis in combinatorial auction design and lay the foundation for future work in this area.
Revised:  With this paper, we are the first to leverage Fourier analysis in CA design and lay the foundation for future work in this area.
Edit intent: clarity
Original: A sampling discretization theorem for the square norm of functions from a finite dimensional subspace satisfying Nikol'skii's inequality is proved.
Revised: We prove a sampling discretization theorem for the square norm of functions from a finite dimensional subspace satisfying Nikol'skii's inequality is proved.
Edit intent: coherence
Original:  The obtained upper bound on the number of sampling points is of the order of the dimension of the subspace .
Revised:  The obtained upper bound on the number of sampling points of the order of the dimension of the subspace .
Edit intent: clarity
Original:  The obtained upper bound on the number of sampling points is of the order of the dimension of the subspace .
Revised:  The obtained upper bound on the number of sampling points is of the order of the dimension of the subspace 
Edit intent: fluency
Original:  However, remains as a pending task the challenge of identifying the general principles underlying the self-organizing capabilities of those complex systems .
Revised:  However, remains as a pending task the challenge of identifying the general principles underlying their self-organizing capabilities of those complex systems .
Edit intent: clarity
Original:  However, remains as a pending task the challenge of identifying the general principles underlying the self-organizing capabilities of those complex systems .
Revised:  However, remains as a pending task the challenge of identifying the general principles underlying the self-organizing capabilities .
Edit intent: clarity
Original:  This article presents a novel modeling approach  capable to self-deploy both the system structure and the activities for goal-driven agents that can take appropriate actions to achieve their goals.
Revised:  This article presents a novel modeling approach , capable to self-deploy both the system structure and the activities for goal-driven agents that can take appropriate actions to achieve their goals.
Edit intent: fluency
Original:  Self-organization is shown to emerge from the decisions of a common rational activity algorithm  based on the information of a system-specific goals dependency network.
Revised:  Self-organization is shown to emerge from the decisions of a common rational activity algorithm , based on the information of a system-specific goals dependency network.
Edit intent: fluency
Original:  The goal is to mitigate the problems of the original algorithm while retaining the resulting human-like fluidity and low cost.
Revised:  The goal is to mitigate the problems of the original algorithm while retaining the resulting humanlike fluidity and low cost.
Edit intent: fluency
Original:  Then, we present a pose imitation algorithm (PIC), and its soft version (PICs) that can successfully imitate human poses using the proposed constraint system.
Revised:  Then, we present a pose imitation algorithm (PIC), and it's soft version (PICs) that can successfully imitate human poses using the proposed constraint system.
Edit intent: fluency
Original:  These results show that PIC can both efficiently reproduce human poses and achieve key desired effects of human imitation.
Revised:  These results indicate that the PIC method can reproduce human poses and achieve key desired effects of human imitation.
Edit intent: clarity
Original:  We present an open-source python code to generate the tree graph and the adjacency matrix  for each different tree representation.
Revised:  We present an open-source python code to generate the tree graph , the adjacency matrix for each different tree representation.
Edit intent: coherence
Original:  We show how this mapping reflects the diversity in the different tree representations , and how valuable information may be extracted upon inspection of these matrices.
Revised:  We show how this mapping reflects the difference between tree realizations , and how valuable information may be extracted upon inspection of these matrices.
Edit intent: clarity
Original:  Moreover we find that there exist a dynamical phase transition and critical mean degree above which the response becomes non-oscillatory also for antagonistic systems .
Revised:  Moreover , for antagonistic systems we also find that there exist a dynamical phase transition and critical mean degree above which the response becomes non-oscillatory also for antagonistic systems .
Edit intent: coherence
Original:  Moreover we find that there exist a dynamical phase transition and critical mean degree above which the response becomes non-oscillatory also for antagonistic systems .
Revised:  Moreover we find that there exist a dynamical phase transition and critical mean degree above which the response becomes non-oscillatory .
Edit intent: clarity
Original: We analyse the linear stability of fixed points in large dynamical systems defined on sparse, random graphs with predator-prey, competitive, and mutualistic interactions.
Revised: We analyse the stability of linear dynamical systems defined on sparse, random graphs with predator-prey, competitive, and mutualistic interactions.
Edit intent: clarity
Original:  These systems are aimed at modelling  , among others, ecosystems consisting of a large number of species that interact through a food-web.
Revised:  These systems are aimed at modelling , ecosystems consisting of a large number of species that interact through a food-web.
Edit intent: clarity
Original:  In particular, we show thatfixed points of dynamical systems defined on random graphs are always unstable if they are large enough, except if all interactions are of the predator-prey type  .
Revised:  We show that, in general, linear dynamical systems defined on random graphs are always unstable if they are large enough, except if all interactions are of the predator-prey type .
Edit intent: clarity
Original: This paper is on the systematic development of robust and online-efficient approximations for a class of nonlinear partial differential equations on networks.
Revised: This paper deals with the systematic development of robust and online-efficient approximations for a class of nonlinear partial differential equations on networks.
Edit intent: clarity
Original: This paper is on the systematic development of robust and online-efficient approximations for a class of nonlinear partial differential equations on networks.
Revised: This paper is on the systematic development of structure-preserving and robust approximations for a class of nonlinear partial differential equations on networks.
Edit intent: clarity
Original:  The class includes, e.g. , gas pipe network systems described by one-dimensional barotropic Euler equations.
Revised:  The class includes, for example , gas pipe network systems described by one-dimensional barotropic Euler equations.
Edit intent: fluency
Original:  The main ingredients of our analysis are energy-based modeling concepts like the port-Hamiltonian framework and the theory on the Legendre transform, which allow a convenient and general line of argumentation.
Revised:  The main ingredients of our analysis are energy-based modeling concepts ( port-Hamiltonian framework and the theory on the Legendre transform, which allow a convenient and general line of argumentation.
Edit intent: coherence
Original: A theory on the conformation transition for SARS-CoV-2 spike protein (S) is established .
Revised: A theory on the conformation transition for SARS-CoV-2 spike protein (S) is proposed .
Edit intent: clarity
Original:  The  free energy change in conformation transition of S protein is introduced and we demonstrated that it includes two parts, one from the difference of conformation potential and another from the variation of structural elasticity.
Revised:  The free energy change in conformation transition of S protein . We demonstrated that the free energy includes two parts, one from the difference of conformation potential and another from the variation of structural elasticity.
Edit intent: coherence
Original:  The latter is dependent of amino acid mutation.
Revised:  Both factors are dependent of amino acid mutation.
Edit intent: clarity
Original:  We use the apgsearch software (Ash Pattern Generator Search), developed  for the study of ash , to analyze autopoiesis  in Model-S.
Revised:  We use the apgsearch software (Ash Pattern Generator Search), developed for the study of ashes , to analyze autopoiesis in Model-S.
Edit intent: fluency
Original:  We find that the fitness of evolved seed patterns in Model-S is highly correlated with the diversity and quantity of autopoietic structures (ash) .
Revised:  We find that the fitness of evolved seed patterns in Model-S is highly correlated with the diversity and quantity of multicellular autopoietic structures .
Edit intent: clarity
Original:  In this paper, we mainly focus on the Deep Image Prior (DIP)
Revised:  In this paper, we focus on the Deep Image Prior (DIP)
Edit intent: coherence
Original: C/C++/OpenCL-based high-level synthesis (HLS) becomes more and more popular for field-programmable gate array (FPGA) accelerators in many application domains in recent years, thanks to its competitive quality of result (QoR) and short development cycle compared with the traditional register-transfer level (RTL) design approach.
Revised: C/C++/OpenCL-based high-level synthesis (HLS) becomes more and more popular for field-programmable gate array (FPGA) accelerators in many application domains in recent years, thanks to its competitive quality of results (QoR) and short development cycle compared with the traditional register-transfer level (RTL) design approach.
Edit intent: fluency
Original: C/C++/OpenCL-based high-level synthesis (HLS) becomes more and more popular for field-programmable gate array (FPGA) accelerators in many application domains in recent years, thanks to its competitive quality of result (QoR) and short development cycle compared with the traditional register-transfer level (RTL) design approach.
Revised: C/C++/OpenCL-based high-level synthesis (HLS) becomes more and more popular for field-programmable gate array (FPGA) accelerators in many application domains in recent years, thanks to its competitive quality of result (QoR) and short development cycles compared with the traditional register-transfer level (RTL) design approach.
Edit intent: fluency
Original: C/C++/OpenCL-based high-level synthesis (HLS) becomes more and more popular for field-programmable gate array (FPGA) accelerators in many application domains in recent years, thanks to its competitive quality of result (QoR) and short development cycle compared with the traditional register-transfer level (RTL) design approach.
Revised: C/C++/OpenCL-based high-level synthesis (HLS) becomes more and more popular for field-programmable gate array (FPGA) accelerators in many application domains in recent years, thanks to its competitive quality of result (QoR) and short development cycle compared with the traditional register-transfer level design approach.
Edit intent: clarity
Original:  While current HLS tools  support task-parallel programs, the productivity is greatly limited  in the code development , correctness verification, and QoR tuning cycles, due to the poor programmability,  restricted software simulation, and  slow code generation , respectively .
Revised:  While current HLS tools do support task-parallel programs, the productivity is greatly limited in the code development , correctness verification, and QoR tuning cycles, due to the poor programmability, restricted software simulation, and slow code generation , respectively .
Edit intent: clarity
Original:  While current HLS tools  support task-parallel programs, the productivity is greatly limited  in the code development , correctness verification, and QoR tuning cycles, due to the poor programmability,  restricted software simulation, and  slow code generation , respectively .
Revised:  While current HLS tools support task-parallel programs, the productivity is greatly limited in the code development cycle due to the poor programmability, restricted software simulation, and slow code generation , respectively .
Edit intent: coherence
Original:  While current HLS tools  support task-parallel programs, the productivity is greatly limited  in the code development , correctness verification, and QoR tuning cycles, due to the poor programmability,  restricted software simulation, and  slow code generation , respectively .
Revised:  While current HLS tools support task-parallel programs, the productivity is greatly limited in the code development , correctness verification, and QoR tuning cycles, due to the poor programmability, restricted software simulation, and (3) in the QoR tuning cycle due to slow code generation , respectively .
Edit intent: coherence
Original:  While current HLS tools  support task-parallel programs, the productivity is greatly limited  in the code development , correctness verification, and QoR tuning cycles, due to the poor programmability,  restricted software simulation, and  slow code generation , respectively .
Revised:  While current HLS tools support task-parallel programs, the productivity is greatly limited in the code development , correctness verification, and QoR tuning cycles, due to the poor programmability, restricted software simulation, and slow code generation .
Edit intent: coherence
Original:  In this paper, we extend the HLS C++ language and present a fully automated framework with programmer-friendly interfaces, universal software simulation, and fast  code generation to overcome these limitations  . Experimental results based on a wide range of real-world task-parallel programs show that, on average, the lines of kernel and host code are reduced by 22\% and 51\%, respectively, which considerably improves the programmability.
Revised:  In this paper, we extend the HLS C++ language and present a fully automated framework with programmer-friendly interfaces, unconstrained software simulation, and fast code generation to overcome these limitations . Experimental results based on a wide range of real-world task-parallel programs show that, on average, the lines of kernel and host code are reduced by 22\% and 51\%, respectively, which considerably improves the programmability.
Edit intent: clarity
Original:  The correctness verification and the iterative QoR tuning cycles are both greatly accelerated by 3.2 xand 6.8x, respectively. 
Revised:  The correctness verification and the iterative QoR tuning cycles are both greatly shortened by 3.2 xand 6.8x, respectively. 
Edit intent: clarity
Original:  The correctness verification and the iterative QoR tuning cycles are both greatly accelerated by 3.2 xand 6.8x, respectively. 
Revised:  The correctness verification and the iterative QoR tuning cycles are both greatly accelerated by 3.2 x and 6.8x, respectively. 
Edit intent: fluency
Original:  Then the algorithms are extended undersemi-external setting to maintained a high-quality independent set with limited memory consumption .
Revised:  Then the algorithms are extended under setting to maintained a high-quality independent set with limited memory consumption .
Edit intent: clarity
Original:  Extensive experiments are conducted over real graphs to confirm the effectiveness and efficiency of the proposed methods .
Revised:  Extensive experiments are conducted over real graphs to confirm the effectiveness and efficiency of the proposed algorithms .
Edit intent: clarity
Original:  Given a fixed routing network with single origin and destination, the costs functions on edges depend on some uncertain persistent state parameter.
Revised:  Given a routing network with single origin and destination, the costs functions on edges depend on some uncertain persistent state parameter.
Edit intent: clarity
Original:  Given a fixed routing network with single origin and destination, the costs functions on edges depend on some uncertain persistent state parameter.
Revised:  Given a fixed routing network with single origin and destination, the cost function of each edge depends on some uncertain persistent state parameter.
Edit intent: clarity
Original:  Every period, a variable traffic demand routes through the network .
Revised:  At every period, a variable traffic demand routes through the network .
Edit intent: fluency
Original:  Every period, a variable traffic demand routes through the network .
Revised:  Every period, a random traffc demand is routed through the network .
Edit intent: clarity
Original:  The experienced costs are publicly observed and the  belief about the state parameter is Bayesianly updated.
Revised:  The experienced costs are publicly observed and the Bayesian belief about the state parameter is Bayesianly updated.
Edit intent: coherence
Original:  We say that there is strong learning when beliefs converge to the truth and there is weak learning when equilibrium flows converge to those under complete information.
Revised:  We say that there is strong learning when beliefs converge to the truth and weak learning when equilibrium flows converge to those under complete information.
Edit intent: fluency
Original:  Our main result is a characterization of the  networks for which learning occurs for all increasing cost functions, given highly variable demand .
Revised:  Our main result is a characterization of the networks for which learning occurs .
Edit intent: clarity
Original:  At every period, a random traffc demand is routed through the network according to a Bayes-Wardrop equilibrium.
Revised:  At every period, a random traffic demand is routed through the network according to a Bayes-Wardrop equilibrium.
Edit intent: fluency
Original:  At every period, a random traffc demand is routed through the network according to a Bayes-Wardrop equilibrium.
Revised:  At every period, a random traffc demand is routed through the network according to a Wardrop equilibrium.
Edit intent: clarity
Original:  The realized costs are publicly observed and the  Bayesian belief about the state parameter is updated.
Revised:  The realized costs are publicly observed and the public Bayesian belief about the state parameter is updated.
Edit intent: fluency
Original: Latest research in expertise assessment of soccer players pronounced the importance of perceptual skills .
Revised: The latest research in expertise assessment of soccer players pronounced the importance of perceptual skills .
Edit intent: fluency
Original: Latest research in expertise assessment of soccer players pronounced the importance of perceptual skills .
Revised: Latest research in expertise assessment of soccer players has affirmed the importance of perceptual skills .
Edit intent: clarity
Original:  Former research focused either on high experimental control or natural presentationmode .
Revised:  Former research focused either on high experimental control or on a realistic presentation .
Edit intent: clarity
Original:  All scenes where shown from the same natural goalkeeper perspective and ended after the return pass to the goalkeeper.
Revised:  All scenes were shown from the same natural goalkeeper perspective and ended after the return pass to the goalkeeper.
Edit intent: fluency
Original:  Based on their responses and gaze behavior we classified their expertise with common machine learning techniques.
Revised:  Based on their gaze behavior we classified their expertise with common machine learning techniques.
Edit intent: clarity
Original:  Establishing a prior commitment or agreement in terms of posterior benefits and consequences from those engaging in it provides an important mechanism for securing cooperation in both pairwise and multiparty cooperation dilemmas . Resorting to methods from Evolutionary Game Theory (EGT), here we analyse how prior commitments can also be adopted as a tool for enhancing coordination when its outcomes exhibit an asymmetric payoff structure, in both pairwise and multiparty interactions.
Revised:  Establishing a prior commitment or agreement in terms of posterior benefits and consequences from those engaging in it provides an important mechanism for securing cooperation . Resorting to methods from Evolutionary Game Theory (EGT), here we analyse how prior commitments can also be adopted as a tool for enhancing coordination when its outcomes exhibit an asymmetric payoff structure, in both pairwise and multiparty interactions.
Edit intent: clarity
Original:  Arguably, coordination is more complex to achieve than cooperation since there might be several desirable collective outcomes in a coordination problem (compared to mutual cooperation, the only desirable collective outcome in cooperation dilemmas) , especially when these outcomes entail asymmetric benefits for those involved .
Revised:  Arguably, coordination is more complex to achieve than cooperation since there might be several desirable collective outcomes in a coordination problem (compared to mutual cooperation, the only desirable collective outcome in cooperation dilemmas) .
Edit intent: clarity
Original:  Our results are shown to be robust for different selection intensities.
Revised:  The results are robust for different selection intensities.
Edit intent: clarity
Original:  We frame our model within the context of the technology adoption decision making, but the obtained results are applicable to other coordination problems .
Revised:  Overall, our analysis provides new insights into the complexity and beauty of behavioral evolution driven by humans' capacity for commitment, as well as for the design of self-organised and distributed multi-agent systems for ensuring coordination among autonomous agents .
Edit intent: coherence
Original:  Such a model can reduce peak demand considerably when applied to a fluctuating PPE consumption profile.
Revised:  Such a model can reduce peak demand considerably when applied to a variable PPE consumption profile.
Edit intent: fluency
Original:  The fail probability is controlled and decays polynomially in n, the number of samples.
Edit intent: coherence
Original:  Existing multi-modal hashing methods introduce hyperparameters to balance many regularization terms designed to make the models more robust in the hash learning process.
Revised:  Most of the existing multi-modal hashing methods introduce hyperparameters to balance many regularization terms designed to make the models more robust in the hash learning process.
Edit intent: clarity