wanyu/IteraTeR_v2 huggingface dataset:
Original: We study the design of rating systems that incentivize (more) efficient social learning among self-interested agents . Agents arrive sequentially and are presented with a set of possible actions, each of which yields a positive reward with an unknown probability.
Revised: We study the design of rating systems that incentivize (more) efficient social learning . Agents arrive sequentially and are presented with a set of possible actions, each of which yields a positive reward with an unknown probability.
Edit intent: clarity
Original: We study the design of rating systems that incentivize (more) efficient social learning among self-interested agents . Agents arrive sequentially and are presented with a set of possible actions, each of which yields a positive reward with an unknown probability.
Revised: We study the design of rating systems that incentivize (more) efficient social learning among self-interested agents . Agents arrive sequentially and choose actions, each of which yields a positive reward with an unknown probability.
Edit intent: clarity
Original:  A disclosure policy sends messages about the rewards of previously-chosen actions to  arriving agents.
Revised:  A disclosure policy sends messages about the rewards of previously-chosen actions to messages for arriving agents.
Edit intent: clarity
Original:  These messages can alter agents' incentives towards exploration, taking potentially sub-optimal actions for the sake of learning more about their rewards . Prior work achieves much progress with disclosure policies that merely recommend an action to each user, but relies heavily on standard , yet very strong rationality assumptions.
Revised:  These messages can alter agents' incentives towards exploration, taking potentially sub-optimal actions for the sake of learning more about their rewards . Prior work proposes policies that recommend a single action to each user, but relies heavily on standard , yet very strong rationality assumptions.
Edit intent: clarity
Original:  These messages can alter agents' incentives towards exploration, taking potentially sub-optimal actions for the sake of learning more about their rewards . Prior work achieves much progress with disclosure policies that merely recommend an action to each user, but relies heavily on standard , yet very strong rationality assumptions.
Revised:  These messages can alter agents' incentives towards exploration, taking potentially sub-optimal actions for the sake of learning more about their rewards . Prior work achieves much progress with disclosure policies that merely recommend an action to each agent, obtaining optimal regret under standard rationality assumptions.
Edit intent: clarity
Original:  We study a particular class of disclosure policies that use messages , called unbiased subhistories, consisting of the actions and rewards from a subsequence of past agents . Each subsequence is chosen ahead of time, according to a predetermined partial order on the rounds.
Revised:  We study a particular class of disclosure policies that use messages consisting of the actions and rewards from a subsequence of past agents . Each subsequence is chosen ahead of time, according to a predetermined partial order on the rounds.
Edit intent: clarity
Original: The  classical implicit Euler scheme fails to reproduce the exact dissipation dynamics of gradient flows: The discrete dissipation necessarily does not correspond to the energy drop .
Revised: The classical implicit Euler scheme fails to reproduce this equality at the discrete level .
Edit intent: clarity
Original: The structure of the network has a great impact on its traffic dynamics.
Revised: The structure of the network has great impact on its traffic dynamics.
Edit intent: fluency
Original:  Most of the real world networks follow  heterogeneous structure and exhibit scale-free feature.
Revised:  Most of the real world networks follow the heterogeneous structure and exhibit scale-free feature.
Edit intent: fluency
Original:  In scale-free network, a new node prefer to connect with hub nodes and the network capacity is curtailed by smaller degree nodes.
Revised:  In scale-free network, a new node prefers to connect with hub nodes and the network capacity is curtailed by smaller degree nodes.
Edit intent: fluency
Original:  This work is beneficial for the enhancement of network performance.
Revised:  This work will be beneficial for the enhancement of network performance.
Edit intent: clarity
Original:  From this hypothesis, it  follows that the degree-3 directed graph connectivity problem (3DSTCON) parameterized by the number of vertices in a given graph cannot belong to PsubLIN, composed of  decision problems computable by polynomial-time, sub-linear-space deterministic Turing machines.
Revised:  From this hypothesis, it naturally follows that the degree-3 directed graph connectivity problem (3DSTCON) parameterized by the number of vertices in a given graph cannot belong to PsubLIN, composed of decision problems computable by polynomial-time, sub-linear-space deterministic Turing machines.
Edit intent: clarity
Original:  From this hypothesis, it  follows that the degree-3 directed graph connectivity problem (3DSTCON) parameterized by the number of vertices in a given graph cannot belong to PsubLIN, composed of  decision problems computable by polynomial-time, sub-linear-space deterministic Turing machines.
Revised:  From this hypothesis, it follows that the degree-3 directed graph connectivity problem (3DSTCON) parameterized by the number of vertices in a given graph cannot belong to PsubLIN, composed of all parameterized decision problems computable by polynomial-time, sub-linear-space deterministic Turing machines.
Edit intent: clarity
Original:  We further characterize a non-uniform version of the linear space hypothesis in terms of the state complexity of transformation.
Revised:  We further characterize a nonuniform version of the linear space hypothesis in terms of the state complexity of transformation.
Edit intent: fluency
Original:  The LoRaWAN has a star of star topology where end-devices are directly linked to the gateway and up-link packets are primary traffics .
Revised:  The LoRaWAN has a star of star topology where end-devices are directly linked to the gateway and up-link packets are primary traffic .
Edit intent: fluency
Original:  The potential benefits of multi-hop in LoRaWAN is investigated.
Revised:  The potential benefits of multi-hop in LoRaWAN are investigated.
Edit intent: fluency
Original:  The shortest path for multi-hop and forwarding mechanism without local beacon are designed and implemented in simulation.
Revised:  The shortest path for multi-hop and forwarding mechanism without local beacon is designed and implemented in simulation.
Edit intent: fluency
Original:  Results show that multi-hop can decrease the energy consumption of LoRaWAN, by reducing Time on Air and TX power.
Revised:  Results indicate that multi-hop can decrease the energy consumption of LoRaWAN, by reducing Time on Air and TX power.
Edit intent: clarity
Original:  We propose two sensor scheduling policies that minimize the AoI of the sources;
Revised:  Two sensor scheduling policies that minimize the AoI of the sources;
Edit intent: clarity
Original:  We propose two sensor scheduling policies that minimize the AoI of the sources;
Revised:  We propose two sensor scheduling policies are proposed to minimize the AoI of the sources;
Edit intent: clarity
Original:  one that requires the system parameters to be knowna priori , and one based on contextual bandits in which the parameters are unknown and need to be learned.
Revised:  one in which the system parameters to be knowna priori , and one based on contextual bandits in which the parameters are unknown and need to be learned.
Edit intent: clarity
Original:  one that requires the system parameters to be knowna priori , and one based on contextual bandits in which the parameters are unknown and need to be learned.
Revised:  one that requires the system parameters are assumed known , and one based on contextual bandits in which the parameters are unknown and need to be learned.
Edit intent: clarity
Original:  We show that both policies are able to exploit the sensor correlation to reduce the AoI, which result in a large reduction in AoI compared to the use of schedulesthat are random or based on round-robin .
Revised:  We show that both policies are able to exploit the common sensor information to reduce the AoI, which result in a large reduction in AoI compared to the use of schedulesthat are random or based on round-robin .
Edit intent: clarity
Original:  We show that both policies are able to exploit the sensor correlation to reduce the AoI, which result in a large reduction in AoI compared to the use of schedulesthat are random or based on round-robin .
Revised:  We show that both policies are able to exploit the sensor correlation to reduce the AoI, resulting in large reductions in AoI compared to the use of schedulesthat are random or based on round-robin .
Edit intent: coherence
Original:  We show that both policies are able to exploit the sensor correlation to reduce the AoI, which result in a large reduction in AoI compared to the use of schedulesthat are random or based on round-robin .
Revised:  We show that both policies are able to exploit the sensor correlation to reduce the AoI, which result in a large reduction in AoI compared to common schedules .
Edit intent: clarity
Original:  Using a recently formulated theory of memristor attractors, we demonstrate that whether attractor points exist depends on the type of window function used in the model.
Revised:  Using a recently formulated theory of memristor attractors, we demonstrate that whether stable fixed points exist depends on the type of window function used in the model.
Edit intent: clarity
Original:  As an example of our findings, we predict the existence of attractor states in Biolek window function memristors and their absence in memristors described by the Joglekar window function, when such memristors are driven by periodic alternating polarity pulses.
Revised:  As an example of our findings, we predict the existence of stable fixed points in Biolek window function memristors and their absence in memristors described by the Joglekar window function, when such memristors are driven by periodic alternating polarity pulses.
Edit intent: clarity
Original: Using ideas from homogenization theory and stability of viscosity solutions, we provide an asymptotic expansion of the value function of a multidimensional utility maximization problem  with small non-linear price impact.
Revised: We provide an asymptotic expansion of the value function of a multidimensional utility maximization problem with small non-linear price impact.
Edit intent: coherence
Original: We introduce a simple physical picture to explain the process of molecule sorting, whereby specific proteins and lipids are concentrated and distilled into nanometric lipid vesicles in eukaryotic cells.
Revised: We introduce a simple physical picture to explain the process of molecular sorting, whereby specific proteins and lipids are concentrated and distilled into nanometric lipid vesicles in eukaryotic cells.
Edit intent: fluency
Original: We introduce a simple physical picture to explain the process of molecule sorting, whereby specific proteins and lipids are concentrated and distilled into nanometric lipid vesicles in eukaryotic cells.
Revised: We introduce a simple physical picture to explain the process of molecule sorting, whereby specific proteins are concentrated and distilled into nanometric lipid vesicles in eukaryotic cells.
Edit intent: clarity
Original:  The predictions of the theory are compared with experimental observations and with numerical simulations of a lattice-gas realization of the model  .
Revised:  The predictions of the theory are compared with numerical simulations of a lattice-gas realization of the model .
Edit intent: clarity
Original:  The predictions of the theory are compared with experimental observations and with numerical simulations of a lattice-gas realization of the model  .
Revised:  The predictions of the theory are compared with experimental observations and with numerical simulations of a lattice-gas realization of the model and with experimental observations .
Edit intent: coherence
Original:  On top of showing this new separation result, we show our method captures previous lower bounds results from the literature: Steele and Yao's lower bounds for algebraic decision trees, } Ben-Or's proof of minimal height of algebraic computational treesdeciding certain problems and Mulmuley 's proof that restricted Parallel Random Access Machines (prams) over integers can not decide P-complete problems efficiently.
Revised:  On top of showing this new separation result, we show our method captures previous lower bounds results from the literature: Steele and Yao's lower bounds for algebraic decision trees, } Ben-Or's lower bounds for algebraic computation trees, Cucker 's proof that restricted Parallel Random Access Machines (prams) over integers can not decide P-complete problems efficiently.
Edit intent: clarity
Original:  Information complexity of treasure hunt is the minimum length of the advice string (up to multiplicative constants) that enables the agent to find the treasure at cost O(L).
Revised:  Advice complexity of treasure hunt is the minimum length of the advice string (up to multiplicative constants) that enables the agent to find the treasure at cost O(L).
Edit intent: fluency
Original:  For the class of regular terrains, we establish the exact information complexity of treasure hunt.
Revised:  For the class of regular terrains, we establish the exact advice complexity of treasure hunt.
Edit intent: clarity
Original:  Our method , which exploits the low-rank representation of the kernel matrix to suggest a kernel bandwidth value , is competitive with existing bandwidth selection methods .
Revised:  Our method exploits a low-rank representation of the kernel matrix to suggest a kernel bandwidth value , is competitive with existing bandwidth selection methods .
Edit intent: clarity
Original:  Our method , which exploits the low-rank representation of the kernel matrix to suggest a kernel bandwidth value , is competitive with existing bandwidth selection methods .
Revised:  Our method , which exploits the low-rank representation of the kernel matrix to suggest a kernel bandwidth value . Our new technique is competitive with existing bandwidth selection methods .
Edit intent: clarity
Original:  The SVDD classifier partitions the whole data space into an inlier region, which consists of the region near the training data, and an outlier region, which consists of points away from the training data.
Revised:  The SVDD classifier partitions the whole data space into an inlier region, which consists of the region near the training data, and an outlier region, which consists of points away from the training data.
Edit intent: fluency
Original:  In this paper, we introduce Symbolic Register Automata, a new powerful model that combines features from both symbolic and register automata, with a view on applications that were previously out of reach.
Revised:  In this paper, we introduce Symbolic Register Automata, a new model that combines features from both symbolic and register automata, with a view on applications that were previously out of reach.
Edit intent: clarity
Original:  First, because deep sparse coding models learn general features corresponding to generators of the dataset as a whole, rather than highly discriminative features for distinguishing specific classes, the resulting classifiers are less dependent on idiosyncratic features than might be more easily exploited.
Revised:  First, because deep sparse coding models learn general features corresponding to generators of the dataset as a whole, rather than highly discriminative features for distinguishing specific classes, the resulting classifiers are less dependent on idiosyncratic features that might be more easily exploited.
Edit intent: fluency
Original: This paper makes two important contributions to understand the mobility patters of scientists.
Revised: This paper makes two important contributions to understand the mobility patterns of scientists.
Edit intent: fluency
Original:  First, by combining two large-scale data sets covering the publications of 3.5 mio scientists over 60 years , we are able to reveal the geographical "career paths" of scientists.
Revised:  First, by combining two large data sets covering the publications of 3.5 mio scientists over 60 years , we are able to reveal the geographical "career paths" of scientists.
Edit intent: clarity
Original:  First, by combining two large-scale data sets covering the publications of 3.5 mio scientists over 60 years , we are able to reveal the geographical "career paths" of scientists.
Revised:  First, by combining two large-scale data sets covering the publications of 3.5 Mio scientists over 60 years , we are able to reveal the geographical "career paths" of scientists.
Edit intent: fluency
Original:  The second important contribution is an agent-based model that allows to reproduce the empirical findings , both on the level of scientists and of the network.
Revised:  The second important contribution is an agent-based model , such that it reproduces the empirical findings , both on the level of scientists and of the network.
Edit intent: clarity
Original:  The second important contribution is an agent-based model that allows to reproduce the empirical findings , both on the level of scientists and of the network.
Revised:  The second important contribution is an agent-based model that allows to reproduce the empirical findings both at the level of scientists and of the network.
Edit intent: fluency
Original:  This allows to interpret the  model assumptions as microbased decision rules that  explain the observed mobility patterns of scientists.
Revised:  This allows to interpret the model assumptions as micro-based decision rules that explain the observed mobility patterns of scientists.
Edit intent: fluency
Original:  This allows to interpret the  model assumptions as microbased decision rules that  explain the observed mobility patterns of scientists.
Revised:  This allows to interpret the model assumptions as microbased decision rules that can explain the observed mobility patterns of scientists.
Edit intent: clarity
Original: Computational problems can be classified according to their algorithmic complexity, which is defined based on how the computational resources needed to solve the problem  scale with the problem size.
Revised: Computational problems can be classified according to their algorithmic complexity, which is defined based on how the resources needed to solve the problem scale with the problem size.
Edit intent: fluency
Original:  The computational complexity of the algorithms that are used in Computational Biology is an often neglected property, rarely surveyed for broad audiences .
Revised:  The computational complexity of computational biology algorithms is a topic rarely surveyed for broad audiences .
Edit intent: clarity
Original:  The aim of this work is to look over the main current algorithmic solutions to intractable problems in Computational Biology , highlighting the importance of High Performance Computing (HPC) and heuristic solutions in this area.
Revised:  The aim of this review is to survey the main algorithmic solutions to intractable problems in Computational Biology , highlighting the importance of High Performance Computing (HPC) and heuristic solutions in this area.
Edit intent: clarity
Original:  The aim of this work is to look over the main current algorithmic solutions to intractable problems in Computational Biology , highlighting the importance of High Performance Computing (HPC) and heuristic solutions in this area.
Revised:  The aim of this work is to look over the main current algorithmic solutions to intractable problems in computational biology , highlighting the importance of High Performance Computing (HPC) and heuristic solutions in this area.
Edit intent: fluency
Original:  The aim of this work is to look over the main current algorithmic solutions to intractable problems in Computational Biology , highlighting the importance of High Performance Computing (HPC) and heuristic solutions in this area.
Revised:  The aim of this work is to look over the main current algorithmic solutions to intractable problems in Computational Biology , highlighting the importance of High-Performance Computing in this area.
Edit intent: coherence
Original:  Although polymorphism makes it possible to reuse and reason about effect implementations more effectively, it has long been known that  naive combination of polymorphic effects and let-polymorphism breaks type safety.
Revised:  Although polymorphism makes it possible to reuse and reason about effect implementations more effectively, it has long been known that a naive combination of polymorphic effects and let-polymorphism breaks type safety.
Edit intent: fluency
Original:  While type safety can often be gained by restricting let-bound expressions---e.g., by adopting value restriction or weak polymorphism---we propose a complementary approach , which restricts , instead of let-bound expressions , handlers .
Revised:  Although type safety can often be gained by restricting let-bound expressions---e.g., by adopting value restriction or weak polymorphism---we propose a complementary approach , which restricts , instead of let-bound expressions , handlers .
Edit intent: fluency
Original:  While type safety can often be gained by restricting let-bound expressions---e.g., by adopting value restriction or weak polymorphism---we propose a complementary approach , which restricts , instead of let-bound expressions , handlers .
Revised:  While type safety can often be gained by restricting let-bound expressions---e.g., by adopting value restriction or weak polymorphism---we propose a complementary approach that restricts handlers instead of let-bound expressions , handlers .
Edit intent: coherence
Original:  While type safety can often be gained by restricting let-bound expressions---e.g., by adopting value restriction or weak polymorphism---we propose a complementary approach , which restricts , instead of let-bound expressions , handlers .
Revised:  While type safety can often be gained by restricting let-bound expressions---e.g., by adopting value restriction or weak polymorphism---we propose a complementary approach , which restricts , instead of let-bound expressions .
Edit intent: coherence
Original:  Our key observation is  , informally speaking, that a handler is safe if resumptions from the handler do not interfere with each other.
Revised:  Our key observation is that , informally speaking, that a handler is safe if resumptions from the handler do not interfere with each other.
Edit intent: fluency
Original:  Our key observation is  , informally speaking, that a handler is safe if resumptions from the handler do not interfere with each other.
Revised:  Our key observation is , informally speaking, a handler is safe if resumptions from the handler do not interfere with each other.
Edit intent: fluency
Original:  The decision problem existence of a M%DIFDELCMD < \PhiRF%%%\PhiRF asks to determine whether a given SLC loop admits a M\PhiRF, and the corresponding bounded decision problem restricts the search to M\PhiRFs of depth d, where the parameter d is part of the input.
Revised:  The decision problem existence of a M\PhiRF asks to determine whether a given SLC loop admits a M\PhiRF, and the corresponding bounded decision problem restricts the search to M\PhiRFs of depth d, where the parameter d is part of the input.
Edit intent: clarity