wanyu/IteraTeR_v2 huggingface dataset:
Original:  In this paper, we formally analyze all methods of EDHOC in a symbolic Dolev-Yao model , using the Tamarin verification tool.
Revised:  In this paper, we formally analyze all methods of EDHOC in a symbolic Dolev-Yao model , using the Tamarin tool.
Edit intent: clarity
Original:  This is a discrete-time model allowing a reconstruction of the dynamics of asymptomatic virus holder using the available daily statistics on the number of new cases.
Revised:  This is a discrete-time model allowing a reconstruction of the dynamics of asymptomatic virus holders using the available daily statistics on the number of new cases.
Edit intent: fluency
Original:  This bitstream-to-image transformation takes into account of the adjacency nature of the programmable logic as well as high degree of redundancy of configuration information.
Revised:  This bitstream-to-image transformation takes into account of the adjacency nature of the programmable logic and the high degree of redundancy of configuration information.
Edit intent: coherence
Original:  With the color images transformed from bitstreams as the training dataset , a deep learning-based object detection algorithm is applied for generating the function block detection results.
Revised:  Once the image is obtained , a deep learning-based object detection algorithm is applied for generating the function block detection results.
Edit intent: clarity
Original: In the context of various application scenarios and/or for the sake of strengthening FPGA security, the system functions of an FPGA design need to be analyzed, which can be achieved by systematically partitioning the FPGA's bitstream into manageable functional blocks and detecting their functionalities thereafter.
Revised: In the context of various application scenarios and/or for the sake of strengthening field-programmable gate array (FPGA) security, the system functions of an FPGA design need to be analyzed, which can be achieved by systematically partitioning the FPGA's bitstream into manageable functional blocks and detecting their functionalities thereafter.
Edit intent: clarity
Original:  In order to reap the maturity of object detection  based on deep learning techniques , our next step is to convert an FPGA bitstream to an image, following the proposed transformation method that takes account of both the adjacency nature of the programmable logic and the high degree of redundancy of configuration information.
Revised:  In order to reap the maturity of object detection techniques based on deep learning techniques , our next step is to convert an FPGA bitstream to an image, following the proposed transformation method that takes account of both the adjacency nature of the programmable logic and the high degree of redundancy of configuration information.
Edit intent: fluency
Original:  In order to reap the maturity of object detection  based on deep learning techniques , our next step is to convert an FPGA bitstream to an image, following the proposed transformation method that takes account of both the adjacency nature of the programmable logic and the high degree of redundancy of configuration information.
Revised:  In order to reap the maturity of object detection based on deep learning , our next step is to convert an FPGA bitstream to an image, following the proposed transformation method that takes account of both the adjacency nature of the programmable logic and the high degree of redundancy of configuration information.
Edit intent: clarity
Original:  Once the image is obtained, a deep learning-based object detection algorithm is applied to this transformed image, and the objects thus detected can be reflected back to determine the function blocks of the original FPGA design.
Revised:  Once the image is obtained, a deep learning-based object detection algorithm is applied to this transformed image, and the objects detected can be reflected back to determine the function blocks of the original FPGA design.
Edit intent: clarity
Original: A fixed block reward and voluntary transaction fees are two sources of economic incentives for mining in Bitcoin and other cryptocurrencies.
Revised: For Bitcoin and similar cryptocurrencies, their mining processes are currently incentivized with fixed block rewards and voluntary transaction fees are two sources of economic incentives for mining in Bitcoin and other cryptocurrencies.
Edit intent: clarity
Original:  For Bitcoin , the block reward halves every 210,000 blocks and it is supposed to vanish gradually .
Revised:  For Bitcoin , the block rewards are supposed to vanish gradually .
Edit intent: coherence
Original:  The remaining incentive of transaction fees is optional and arbitrary  ]  , and an undercutting attack becomes a potential threat, where the attacker deliberately forks an existing chain by leaving wealthy transactions unclaimed to attract other miners .
Revised:  The remaining incentive of transaction fees is optional and arbitrary ] , where the attacker deliberately forks an existing chain by leaving wealthy transactions unclaimed to attract other miners .
Edit intent: coherence
Original: For Bitcoin and similar cryptocurrencies , their mining processes are currently incentivized with fixed block rewards and voluntary transaction fees .
Revised: Mining processes of Bitcoin and similar cryptocurrencies , their mining processes are currently incentivized with fixed block rewards and voluntary transaction fees .
Edit intent: clarity
Original: For Bitcoin and similar cryptocurrencies , their mining processes are currently incentivized with fixed block rewards and voluntary transaction fees .
Revised: For Bitcoin and similar cryptocurrencies are currently incentivized with fixed block rewards and voluntary transaction fees .
Edit intent: clarity
Original: For Bitcoin and similar cryptocurrencies , their mining processes are currently incentivized with fixed block rewards and voluntary transaction fees .
Revised: For Bitcoin and similar cryptocurrencies , their mining processes are currently incentivized with voluntary transaction fees .
Edit intent: clarity
Original:  [CCS ~ 2016] find that an interesting undercutting attack , where the attacker deliberately forks an existing chain by leaving wealthy transactions unclaimed to attract petty complaint miners to its fork , can become the equilibrium strategy for miners.
Revised:  [CCS 2016] find that an interesting undercutting attack , where the attacker deliberately forks an existing chain by leaving wealthy transactions unclaimed to attract petty complaint miners to its fork , can become the equilibrium strategy for miners.
Edit intent: fluency
Original:  [CCS ~ 2016] find that an interesting undercutting attack , where the attacker deliberately forks an existing chain by leaving wealthy transactions unclaimed to attract petty complaint miners to its fork , can become the equilibrium strategy for miners.
Revised:  [CCS ~ 2016] find that an undercutting attack can become the equilibrium strategy for miners. In undercutting, the attacker deliberately forks an existing chain by leaving wealthy transactions unclaimed to attract petty complaint miners to its fork , can become the equilibrium strategy for miners.
Edit intent: clarity
Original:  Motivated by similar phenomenons in economics, we take a closer look at the undercutting analysis and find the result to be questionable: In [CCS ~ 2016] , fees are accumulated at a fixed rate and miners can collect all unclaimed fees regardless of block size limit , which is often not feasible in practice.
Revised:  Motivated by similar phenomenons in economics, we take a closer look at the undercutting analysis and find the result to be questionable: In [CCS 2016] , fees are accumulated at a fixed rate and miners can collect all unclaimed fees regardless of block size limit , which is often not feasible in practice.
Edit intent: fluency
Original:  Motivated by similar phenomenons in economics, we take a closer look at the undercutting analysis and find the result to be questionable: In [CCS ~ 2016] , fees are accumulated at a fixed rate and miners can collect all unclaimed fees regardless of block size limit , which is often not feasible in practice.
Revised:  Motivated by similar phenomenons in economics, we take a closer look at the undercutting analysis and find the result to be questionable: In [CCS ~ 2016] of fees arriving at fixed rates and miners collecting all accumulated fees regardless of block size limit , which is often not feasible in practice.
Edit intent: clarity
Original:  In this new model, we first identify the conditions that are necessary to make undercutting profitable.
Revised:  In this new model, we first identify conditions necessary to make undercutting profitable.
Edit intent: fluency
Original:  Second, we propose a defense against undercutting by manipulating transactions selected into the new block to invalidate the above-identified conditions.
Revised:  We then present an easy-to-deploy defense against undercutting by manipulating transactions selected into the new block to invalidate the above-identified conditions.
Edit intent: clarity
Original:  Second, we propose a defense against undercutting by manipulating transactions selected into the new block to invalidate the above-identified conditions.
Revised:  Second, we propose a defense against undercutting by selectively assembling transactions into a new block to invalidate the above-identified conditions.
Edit intent: clarity
Original:  Finally, we complement the above analytical results with an experimental analysis over Bitcoin and Monero.
Revised:  Finally, we complement the analytical results with an experimental analysis over Bitcoin and Monero.
Edit intent: clarity
Original:  We demonstrate that our conditions for undercutting to be profitable are effective (an increase of 0.5-4.5\% in Bitcoin and 8\% in Monero) and the avoidance technique fulfills its purpose of allowing miners to earn around fair shares .
Revised:  We demonstrate that our conditions for undercutting to be profitable are effective (an increase of 0.5-4.5\% in Bitcoin and Monero .
Edit intent: coherence
Original: Motivated by bursty bandwidth allocation and by the allocation of virtual machines into servers in the cloud, we consider the online problem of packing items with random sizes into unit-capacity bins.
Revised: Motivated by bursty bandwidth allocation and by the allocation of virtual machines to servers in the cloud, we consider the online problem of packing items with random sizes into unit-capacity bins.
Edit intent: fluency
Original:  We progressively learn the underlying voxel structures with a diffentiable ray-marching operation from only a set of posed RGB images.
Revised:  We progressively learn the underlying voxel structures with a differentiable ray-marching operation from only a set of posed RGB images.
Edit intent: fluency
Original:  Our method is  over 10 times faster than the state-of-the-art (namely, NeRF  ) at inference time while achieving higher quality results.
Revised:  Our method is typically over 10 times faster than the state-of-the-art (namely, NeRF ) at inference time while achieving higher quality results.
Edit intent: coherence
Original:  Nevertheless, in emerging cyber-physical and autonomous intelligent networked systems, acquiring, processing, and sending excessive amounts of distributed real-time data, which ends up being stale , irrelevant, or useless to the end user, will cause communication bottlenecks, increased response time , and safety issues.
Revised:  Nevertheless, in emerging cyber-physical and autonomous networked systems, acquiring, processing, and sending excessive amounts of distributed real-time data, which ends up being stale , irrelevant, or useless to the end user, will cause communication bottlenecks, increased response time , and safety issues.
Edit intent: clarity
Original:  Nevertheless, in emerging cyber-physical and autonomous intelligent networked systems, acquiring, processing, and sending excessive amounts of distributed real-time data, which ends up being stale , irrelevant, or useless to the end user, will cause communication bottlenecks, increased response time , and safety issues.
Revised:  Nevertheless, in emerging cyber-physical and autonomous intelligent networked systems, acquiring, processing, and sending excessive amounts of distributed real-time data, which ends up being stale or useless to the end user, will cause communication bottlenecks, increased response time , and safety issues.
Edit intent: coherence
Original:  Nevertheless, in emerging cyber-physical and autonomous intelligent networked systems, acquiring, processing, and sending excessive amounts of distributed real-time data, which ends up being stale , irrelevant, or useless to the end user, will cause communication bottlenecks, increased response time , and safety issues.
Revised:  Nevertheless, in emerging cyber-physical and autonomous intelligent networked systems, acquiring, processing, and sending excessive amounts of distributed real-time data, which ends up being stale , irrelevant, or useless to the end user, will cause communication bottlenecks, increased latency , and safety issues.
Edit intent: clarity
Original:  We envision a communication paradigm shift that makes the semantics of information , i.e., the importance and the usefulness of information generated and transmitted for attaining a certain goal , the underpinning of the  communication process.
Revised:  We envision a communication paradigm shift , which makes the Semantics of Information , i.e., the importance and the usefulness of information generated and transmitted for attaining a certain goal , the underpinning of the communication process.
Edit intent: fluency
Original:  We envision a communication paradigm shift that makes the semantics of information , i.e., the importance and the usefulness of information generated and transmitted for attaining a certain goal , the underpinning of the  communication process.
Revised:  We envision a communication paradigm shift that makes the semantics of information , i.e., the significance and the usefulness of information generated and transmitted for attaining a certain goal , the underpinning of the communication process.
Edit intent: clarity
Original:  We envision a communication paradigm shift that makes the semantics of information , i.e., the importance and the usefulness of information generated and transmitted for attaining a certain goal , the underpinning of the  communication process.
Revised:  We envision a communication paradigm shift that makes the semantics of information , i.e., the importance and the usefulness of information generated and transmitted for attaining a certain goal , the underpinning of the entire communication process.
Edit intent: clarity
Original:  We advocate for a goal-oriented unification of data generation/active sampling, information transmission, and signal reconstruction , by taking into account process and source variability , signal sparsity and correlation, and semantic information attributes.
Revised:  This entails a goal-oriented unification of data generation/active sampling, information transmission, and signal reconstruction , by taking into account process and source variability , signal sparsity and correlation, and semantic information attributes.
Edit intent: clarity
Original:  We advocate for a goal-oriented unification of data generation/active sampling, information transmission, and signal reconstruction , by taking into account process and source variability , signal sparsity and correlation, and semantic information attributes.
Revised:  We advocate for a goal-oriented unification of information generation, transmission, and signal reconstruction , by taking into account process and source variability , signal sparsity and correlation, and semantic information attributes.
Edit intent: clarity
Original:  We advocate for a goal-oriented unification of data generation/active sampling, information transmission, and signal reconstruction , by taking into account process and source variability , signal sparsity and correlation, and semantic information attributes.
Revised:  We advocate for a goal-oriented unification of data generation/active sampling, information transmission, and usage , by taking into account process and source variability , signal sparsity and correlation, and semantic information attributes.
Edit intent: clarity
Original:  We advocate for a goal-oriented unification of data generation/active sampling, information transmission, and signal reconstruction , by taking into account process and source variability , signal sparsity and correlation, and semantic information attributes.
Revised:  We advocate for a goal-oriented unification of data generation/active sampling, information transmission, and signal reconstruction , by taking into account process dynamics , signal sparsity and correlation, and semantic information attributes.
Edit intent: clarity
Original:  We advocate for a goal-oriented unification of data generation/active sampling, information transmission, and signal reconstruction , by taking into account process and source variability , signal sparsity and correlation, and semantic information attributes.
Revised:  We advocate for a goal-oriented unification of data generation/active sampling, information transmission, and signal reconstruction , by taking into account process and source variability , signal sparsity , data correlation, and semantic information attributes.
Edit intent: coherence
Original:  Capitalizing on semantics-aware metrics, we explore the optimal sampling policy, which significantly reduces the number of samples communicated and the reconstruction error in ways that are not possible by today's state-of-the-art approaches .
Revised:  Capitalizing on semantics-aware metrics, we explore the optimal sampling policy, which significantly reduces the number of uninformative samples generated .
Edit intent: clarity
Original:  The scheme has placed an unsustainable financial burden on Government because it is not based on actuarially sound principles.
Revised:  The scheme has placed an unsustainable financial burden on Government because it is not based on sound actuarial principles.
Edit intent: fluency
Original: In this paper, we propose a new construction for  Mexican hat wavelets on shapes with applications to partial shape matching.
Revised: In this paper, we propose a new construction for the Mexican hat wavelets on shapes with applications to partial shape matching.
Edit intent: fluency
Original:  Our approach takes its main inspiration in the well-established methodology of diffusion wavelets.
Revised:  Our approach takes its main inspiration from the well-established methodology of diffusion wavelets.
Edit intent: clarity
Original:  Our novel construction enables us to rapidly compute a multiscale family of Mexican hat wavelet functions, by approximating the derivative of the heat kernel.
Revised:  This novel construction allows us to rapidly compute a multiscale family of Mexican hat wavelet functions, by approximating the derivative of the heat kernel.
Edit intent: fluency
Original:  We demonstrate that this approach allows our functions to inherit many attractive properties of the heat kernel .
Revised:  We demonstrate that it leads to a family of functions that inherit many attractive properties of the heat kernel .
Edit intent: clarity
Original:  Due to its natural ability to encode high-frequency details on a shape, our method allows us to reconstruct and transfer \delta-functions more accurately than the Laplace-Beltrami eigenfunction basis and other related bases.
Revised:  Due to its natural ability to encode high-frequency details on a shape, the proposed method reconstructs and transfers \delta-functions more accurately than the Laplace-Beltrami eigenfunction basis and other related bases.
Edit intent: clarity
Original:  Finally, we apply our approach to the challenging problems of partial and large-scale shape matching.
Revised:  Finally, we apply our method to the challenging problems of partial and large-scale shape matching.
Edit intent: clarity
Original:  An extensive comparison to  state-of-the-art approaches shows that our method, while comparable in performance, is both simpler and much faster than competing approaches.
Revised:  An extensive comparison to the state-of-the-art approaches shows that our method, while comparable in performance, is both simpler and much faster than competing approaches.
Edit intent: fluency
Original:  An extensive comparison to  state-of-the-art approaches shows that our method, while comparable in performance, is both simpler and much faster than competing approaches.
Revised:  An extensive comparison to state-of-the-art shows that it is comparable in performance, is both simpler and much faster than competing approaches.
Edit intent: clarity
Original:  An extensive comparison to  state-of-the-art approaches shows that our method, while comparable in performance, is both simpler and much faster than competing approaches.
Revised:  An extensive comparison to state-of-the-art approaches shows that our method, while comparable in performance, while both simpler and much faster than competing approaches.
Edit intent: fluency
Original:  We explain how it can be used with the available interaction methods provided by the Head-Mounted Displays.
Revised:  We explain how it can be used with the available interaction methods provided by Head-Mounted Displays.
Edit intent: fluency
Original: Assessors make preference judgments faster and more consistently than graded relevance judgments.
Revised: Assessors make preference judgments faster and more consistently than graded judgments.
Edit intent: clarity
Original:  This new measure has its most striking impact when comparing traditional IR techniques to modern neural rankers, where NDCG can fail to recognize significant differences exposed by this new measure .
Revised:  This new measure has its most striking impact when comparing modern neural rankers, where NDCG can fail to recognize significant differences exposed by this new measure .
Edit intent: clarity
Original:  This new measure has its most striking impact when comparing traditional IR techniques to modern neural rankers, where NDCG can fail to recognize significant differences exposed by this new measure .
Revised:  This new measure has its most striking impact when comparing traditional IR techniques to modern neural rankers, where it is able to recognize significant differences exposed by this new measure .
Edit intent: clarity
Original:  This new measure has its most striking impact when comparing traditional IR techniques to modern neural rankers, where NDCG can fail to recognize significant differences exposed by this new measure .
Revised:  This new measure has its most striking impact when comparing traditional IR techniques to modern neural rankers, where NDCG can fail to recognize significant improvements in quality that would otherwise be missed by NDCG .
Edit intent: clarity
Original:  In this paper , we introduce the sequential routing framework (SRF) which we believe is the first method to adapt a CapsNet-only structure to sequence-to-sequence recognition.
Revised:  In this paper , we introduce the sequential routing framework which we believe is the first method to adapt a CapsNet-only structure to sequence-to-sequence recognition.
Edit intent: clarity
Original:  In SRF, input sequences are capsulized then sliced by the window size.
Revised:  Input sequences are capsulized then sliced by the window size.
Edit intent: clarity
Original:  In SRF, input sequences are capsulized then sliced by the window size.
Revised:  In SRF, input sequences are capsulized then sliced by a window size.
Edit intent: fluency
Original:  Each sliced window is classified to a label at the corresponding time through iterative routing mechanisms.
Revised:  Each slice is classified to a label at the corresponding time through iterative routing mechanisms.
Edit intent: clarity
Original:  Afterwards, training losses are computed using connectionist temporal classification (CTC).
Revised:  Afterwards, losses are computed using connectionist temporal classification (CTC).
Edit intent: clarity