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LLM Unlearning Without an Expert Curated Dataset • 39 items • Updated
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Ultra-Wide-Band (UWB) is defined as any wireless transmission scheme that occupies a bandwidth of more than 25 % of its center frequency or greater than 500 MHz over the 3.1-10.6 GHz frequency band . Multiband Orthogonal Frequency division multiplexing (MB-OFDM) is a spectrally efficient technique proposed for high dat... |
This article introduces mechanical structure and electric control of new type CNC automatic cutter.It analysis the key technologies of stepping motor constant torque division drive scheme,cutter motor control and position feedback etc..The cutter can be set to cut off strip tubes and sheets in accordance with the requi... |
Modulation classification is an essential step of signal processing and has been regularly applied in the field of tele-communication. Since variations of frequency with respect to time remains a vital distinction among radio signals having different modulation formats, these variations can be used for feature extracti... |
Individuals tend to associate disproportionally with others who are similar to themselves . This tendency, referred to by social scientists as *homophily*, manifests itself with respect to similarities due to gender, race and ethnicity, social class background, and other sociodemographic, behavioral and intrapersonal c... |
An efficient numerical FDTD repeated formulation has been devised for the study of anisotropic media. It can calculate the interior and exterior field of general anisotropic media. The formulations can be used in electromagnetic compatibility and bioelectromagnetic special effect of the interaction between electromagne... |
The computationally demanding virtual simulation of molecules and materials, performed to predict their physical, materials and chemical properties, has become a routine tool in the molecular and materials sciences. Current efforts geared towards computational materials and molecular design might enable one day the rea... |
This is a research project that is born from the need to apply a management tool as robust as it is Enterprise Architecture in the development of a proposed methodology for implementation of enterprise resource planning systems better known as ERP from the vendor Infor, version Ln. It appeared with the aim to highlight... |
*Kernelized bandits* , also named *Bayesian optimization* (BO) , has been an immensely popular method for various applications involving the optimization of complicated black-box reward functions. For example, BO has been extensively used to optimize the hyperparameters of machine learning (ML) models , the parameters ... |
The theory of graph minors, developed over the span of over 20 years by Robertson and Seymour, had a tremendous impact on the area of graph algorithms. Arguably, one of the cornerstone contributions is the notion of *treewidth* and the deep understanding of obstacles to small treewidth, primarily in the form of the *e... |
The purpose of this article is to simplify the way of learning and applying the Denavit - Hartenberg (D-H) steps forcalculating the Direct Kinematics of an industrial robot. The application described has the advantage of significantlysimplify the mathematic calculation process that is performed in order to find the dir... |
A new computational approach for electrical analysis of biological tissues.
A new computational approach for electrical analysis especially designed for application in biological tissues is presented. It is based on the modelling of the electrical properties of the medium by means of lumped circuit elements, such as ca... |
Forest plays a pivotal role in maintaining the ecological balance. It is necessary to detect the changes in forest cover as the forests have a significant role in promoting carbon cycle. Remote sensing domain has shown a promising potential for monitoring forest degradation. However, the problem arising due to missing ... |
Multi-agent reinforcement learning (MARL) is a useful paradigm for determining optimal policies in sequential decision making tasks involving a group of agents. MARL has been applied successfully in several contexts, including sensor networks , team robotics , and video games . MARL owes this success in part to recent ... |
Studies on the narrowband characterization of the on-body propagation channel show variations of up to 40dB in link loss for different antenna position and body posture. Channels on the body trunk show small variance of the path gain probability density function, whilst those involving the arms or legs a much greater v... |
Cloud database environments are extremely fascinating for the distribution of massive application extent because of their exceedingly adaptable and accessible framework. |
In many applications, there is a delay constraint on the data to be transmitted via a wireless link. These applications range from the most basic voice communication to the more demanding multimedia streaming. However, due to its broadcast nature, the wireless channel is vulnerable to eavesdropping and other security t... |
A general billing method of NGN is analyzed and presented on the basis of comprehensively considering business type (data, voice, video, etc.), call type (local, district, longdistance, etc.), billing mode (based on time-period or traffic), QoS(Quality of Service)level, date and time. The method uses the above-mentione... |
Let $G=(V,E)$ be a simple graph on the vertex set $V(G)=\{v_1,v_2,\ldots,v_n\}$ and edge set $E$. The *adjacency matrix* of $G$ is an $n$ by $n$ matrix $A(G)$ whose $(i,j)$-th entry is $1$ if vertices $v_i$ and $v_j$ are adjacent and $0$, otherwise. The *spectrum* of $G$ is the multi-set of eigenvalues of $A(G)$. Two g... |
Due to the essential roles played in quantum communication and quantum information processing, quantum entanglement has been the subject of many recent studies in recent years. The study of quantum entanglement from various viewpoints has been a very active area and has led to many impressive results. As the key resour... |
What kinds of innovation networks could generate the most efficient innovation? To answer this question,this study establishes a simulation model for innovation generation process,constructs a set of networks including 112 different representative structures,and compares the efficiency of these networks.Our innovation ... |
Python is widely used due to its flexibility and the abundance of third-party libraries (e.g., web and machine learning frameworks). However, flexibility brings challenges to code optimization and also makes it error-prone. Variable type inconsistency is a common error in dynamic languages. Due to Python's dynamic prop... |
Based on the given references,the second order full expansion ETG finite element method is developed,and combined with the large eddy simulation(LES)technique to simulate the flow round two square cylinders arranged side by side at Re =10,000.The objective of this method is to capture large scale eddies and the variati... |
This chapter shows that at every level of the main hierarchy, there are maximal degrees (Theorem 4.1). Thus, for example, there are maximal degrees with respect to not bounding a critical triple, namely, maximal totally ω-c.a. degrees. Since the totally ω-c.a. degrees are naturally definable, one obtains a naturally ... |
A classical area of extremal combinatorics is Ramsey theory. Introduced by Ramsey and popularized by Erdős and Szekeres , the Ramsey number of a graph $G$, commonly denoted by $r(G)$, is the smallest $n$ so that every edge bicoloring of the complete graph $K_n$ contains a monochromatic copy of $G$. Shrinking the sizabl... |
We consider a general mesh network with multiple traffic streams subject to window flow control on a per hop, per stream basis. Scheduling at each server is governed by "service curve" requirements. We establish lower bounds on the window sizes such that each stream receives pre-specified service guarantees. |
Collapse is a common cartographic generalization operation in multi-scale representation and cascade updating of vector spatial data. During transformation from large- to small-scale, the dual-line river shows progressive collapse from narrow river segment to line. The demand for vector spatial data with various scales... |
and statement of the main results
Edge metrics of complete and incomplete type provide interesting examples of geometries that include asymptotically hyperbolic, asymptotically cylindrical and conic spaces. Incomplete and complete edge metrics behave differently from a geometric perspective. However, these metrics len... |
The BioASQ Challenge[^1] consists of various tasks related to biomedical semantic indexing and question answering . Our participation in BioASQ for 2018 focused on Task B Phase B, where our system attempted to find the ideal answer given a question and a collection of relevant snippets of text. We approached this task ... |
Underwater robot picking means using robots to grab mariculture organisms like seacucumber, seaurchin, or scallop in an open-sea farm automatically where underwater object detection is the first and key step. In recent years, due to the superior feature representation ability of deep CNNs and the availability of large ... |
Young's lattice is a prototypical example of a differential poset which was first defined by Stanley . The Robinson correspondence is a correspondence between permutations and pairs of standard tableaux whose shapes are the same Young diagram. This correspondence was generalized for differential posets or dual graphs (... |
As the wireless cellular networks evolve towards the 5G generation, it is expected that the number of Base Stations (BSs) per area will noticeably increase , leading to *network densification*. The availability of multiple proximate and interconnected BSs leads to the usage of cooperative transmission/reception techniq... |
The Enigma Machine is a complex electromechanical device used by the Germans in World War II to achieve what they thought was complete communications security. While the original machine weighed over 20 lbs, the central mechanics of the machine can be simulated manually by manipulating strips of paper. A Paper Enigma i... |
Suppose the president of a bank, Alice, wants to give access to a vault to two vice-presidents, Bob and Charlie, whom she does not entirely trust. Instead of giving the combination to any one of them, she may desire to distribute the information in such a way that no vice-president alone has any knowledge of the combin... |
A micro-controller-based technology has been developed for monitoring and controlling the water quality and quantity in dam reservoirs by using various sensors. This system is able to automatically detect and measure the changes in water and turbidity levels of incoming water for hydropower production. In this project,... |
This paper describes a new methodology for noninvasive, objective, and automated assessment of yield in vineyards using image analysis and Boolean model. Image analysis, as an inexpensive and noninvasive procedure, has been studied for this purpose, but the effect of occlusions from the cluster or other organs of the v... |
The invention relates to an operation method for a dual-SIM (Subscriber Identity Module) card cell phone, comprising the following steps of: S1, defining a standby screen of the cell phone to be with two different backgrounds; S2, sliding left and right with a touch screen in a touch screen cell phone or pressing a lef... |
A video signal processing circuit is disclosed and belongs to the medical apparatus technology field. The structure of the video signal processing circuit consists of an OPA circuit LM6643 (1), a line-field separation circuit LM 1881 (2), an analog to digital conversion circuit AD 9984 (3), an FPGA circuit (4), an digi... |
The paradigm of Adiabatic Quantum Computation (AQC) proposed by Farhi *et al.* about a decade ago is a simple yet intriguing approach to problem solving on a quantum computer. Unlike the leading paradigm of circuit-based quantum computing, AQC is an analog continuous-time method that does not require the design and us... |
The crossing number $cr(G)$ of a graph $G$ is the minimum number of crossings over all possible drawings of $G$ in the plane. Analogously, the $k$-planar crossing number of $G$, denoted by $cr_{k}(G)$, is the minimum number of crossings over all possible drawings of the edges of $G$ in $k$ disjoint planes. We present n... |
The Gamma-ray Large Area Space Telescope (GLAST) is an international mission that will study the high-energy phenomena in gamma-rays universe . GLAST is scheduled for launch in 2006.
GLAST is instrumented with a hodoscope of Silicon planes with slabs of converter, followed by a calorimeter; the hodoscope is surrounded... |
The type system of a programming language system PL/LL is described. PL is a simple object oriented programming language and LL is a language for composing PL modules into programs. The goals of the PL/LL system are to enable the programming of efficient object-oriented computations and to provide the powerful linking ... |
In this manuscript, we treat the well-known question whether having the same set of polynomial identities guarantees the isomorphism of algebras. Some obvious restrictions are necessary. In the non-simple case, we have that an algebra $A$ satisfies the same polynomial identities as the sum $A\mathop{\mathrm{\oplus}}A$ ... |
The use of nonsymplectic procedures in particle tracing codes for relativistic electrons leads to errors that can be reduced only at the expense of using very small integration steps. More accurate results are obtained with symplectic transformations for position and momentum. A first-order symplectic integration proce... |
We consider a variant of the vehicle routing problem on trees in which the goal is to route a fleet of vehicles to serve a set of clients so that the makespan, the longest distance traveled by one of the vehicles, is minimized. This is referred to as the Minimum Makespan Vehicle Routing problem on trees. We present a p... |
Based on BP, LM, RBF artificial neural network with a term of momentum, forecasting models for tropical cyclone path of 36, 48, 60 and 72 hours are set up, and run with 100 independent samples. The results show that the models with good fitting generally produce bad forecast. The keys to avoid this embarrassing situati... |
The problem addressed in this paper is a variant of the classical *network design* problem. In many applications, the average routing cost between pairs of nodes is a sensible network characteristic, one that we seek to minimize. If costs are *additive* (e.g., time delay) and *symmetric*, an edge-weighted, undirected g... |
Graph Neural Networks (GNNs) are a class of deep learning methods for reasoning about graphs . Their significance lies in incorporating both the feature information and structural information of a graph, which allows deriving new insights from a plethora of data . Unfortunately, similar to other deep learning methods, ... |
A collection of graphs $\mathcal{H}$ is said to have the *Erdős-Pósa* property if there exists a function $f : \mathbb{N} \to \mathbb{R}_+$ such that for every natural $k$ and every graph $G$ at least one of the following two assertions holds:
- $G$ contains a collection of $k$ vertex-disjoint subgraphs $G_1$, …, $G... |
All human behavior representations (HBRs) simulate some aspects of people, either individually or as groups. HBRs differ from simulations of other complex phenomena by their knowledge bases, effectively sophisticated computer programs written in a knowledge representation language. As a discipline in simulation technol... |
The working and learning processes throughout the world have changed the people at large by the ict revolution. Moreover, ICT has also created a new type of divide in the society that is those who have and those who do not have access and ability to use ICT. This paper investigates the extent of ICT diffusion in India ... |
This paper describes a pilot study with a computed-assisted translation workbench aiming at testing the integration of online and active learning features. We investigate the effect of these features on translation productivity, using interactive translation prediction (ITP) as a baseline. User activity data were colle... |
Boolean matrices (with $0,1$ entries) and sign matrices (with $\pm 1$ entries) naturally appear in many areas of research[^5]. We use them e.g. to represent set systems and graphs in combinatorics, hypothesis classes in learning theory, and boolean functions in communication complexity.
This work further investigates ... |
Recently, as the deep learning has achieved a great development, deep neural networks (DNNs) have shown remarkable performances in various research areas, such as computer vision , natural language processing , and speech processing . Nevertheless, there exists one significant problem to be solved in utilizing DNNs rob... |
This paper considers robust code division multiple access (CDMA) system design and capacity analysis under disguised jamming, where the jammer generates a fake signal using the same spreading code, constellation, and pulse shaping filter as that of the authorized signal. Unlike Gaussian jamming, which is destructive on... |
Coordination algorithms for multiple autonomous vehicles and decentralized estimation techniques for handling data coming from distributed sensor networks have attracted large attention in recent years. This is mainly motivated by that both coordinated control and distributed estimation have applications in many areas,... |
We analyze the characteristics of Internet traffic by considering its correlation properties. First, a simple measurement is performed, by using the autocorrelation technique, to illustrate the correlation properties of the HTTP/Web and the e-mail (SMTP) services. The ACF (autocorrelation factor) and PACF (partial ACF)... |
Spatial response resampling (SR2): Accounting for the spatial point spread function in hyperspectral image resampling.
With the increased availability of hyperspectral imaging (HSI) data at various scales (0.03-30 m), the role of simulation is becoming increasingly important in data analysis and applications. There are... |
k Nearest Neighbours (k-NN) search is a fundamental problem in many computer vision and machine learning tasks. These tasks frequently involve a large number of high-dimensional vectors, which require intensive computations. Recent research work has shown that the Graphics Processing Unit (GPU) is a promising platform ... |
Comparing measurements is fundamental to the sciences, and so it is not surprising that ordering, bounding, and optimizing real-valued expressions is central to mathematics. A host of computational methods have been developed to support such reasoning, using symbolic or numeric methods, or both. For example, there are ... |
The paper introduces the concept of teaching by using computer multimedia,discusses its basic requests for preparing for and giving lessons and connection with traditional teaching ,and indicates some disadvantageous elements to be overcomed,with a view to increase the efficiency of computer multimedia teaching. |
In this article, we only consider simple, undirected and connected graphs. Suppose $G=(V_{G},E_{G})$ is a graph with vertex set $V_{G}=\{v_1,v_2,\cdots,v_n\}$ and edge set $E_{G}=\{e_1,e_2,\cdots,e_m\}$. Let $D(G)=diag\{d_{1},d_{2},\cdots,d_{n}\}$ be a degree diagonal matrix, where $d_{i}$ is the degree of $v_{i}$ in $... |
The purpose of this paper is to extend the notion of self-similarity to one-parameter families of stochastic processes. Recall that a real-valued stochastic process $\left\{ X(t),t\geq 0\right\}$ is called *self-similar with* *Hurst exponent* $H\in (0,1)$ if it satisfies the scaling property $$X(ct)\overset{d}{=}c^{H}X... |
An improved method of guiding a charged particle beam to compensate for the time required for charged particles passing through the system to change one or more of the deflector signals. According to one embodiment of the present invention, prior to digital to analog (D / A) conversion digital filter applied to the sca... |
In the present work forecasting future sales of a company involved in uranium enrichment is considered a problem of allocating company's produce to global regional markets. Based on this concept optimization problem of company's effective portfolio is formulated and solved. Relative total company share in the world is ... |
The present paper is meant to give an algorithm for computing matrix corepresentations of the quantum groups $SL_q(N)$ and $SU_q(N)$. This is done by first computing the corepresentations for $N=2$ as in cite\[KS\] then a simple combinatorial re-indexing of basis elements leads one to a similar method for computing $N>... |
Absfrset. The notion of the Cauchy indexof a real rational scalar function is generalized todefinc the Cauchy index of a real rational symmetric matrix in terms of the behavior of the matrix at real singularities of its elements. Alternative characterizations are obtained which flow from iepresenrations of the real rat... |
The integration of the Global Positioning System (GPS) and Inertial Navigation Systems (INSs) is often used to provide accurate positioning and navigation information. For applications requiring the highest accuracy, the quality of the inertial sensors required is usually assumed to be very high. This dissertation inve... |
The numerical value of a control signal to control a phase shifted clock so that the control signal is established at least several discrete delay times applied to the clock. Control signal value is applied to the control of discrete time delay selection. A phase-locked loop analog - digital converter in response to in... |
The present invention discloses a method and system for killing browser bookmark, wherein the method comprises: a browser back-end server receives the synchronization request from the browser client, the synchronization request includes the user ID and the URL bookmarks; browser backend server storing user account corr... |
Convolutional Neural Networks (CNNs) have been proven to be successful in supervised video representation learning with numerous human-annotated labels . Videos contain more complex spatio-temporal contents and a larger data volume. Billions of unlabeled videos emerge on the Internet every day, making supervised video ... |
Laser triangulation 3D scanning is performed on a setup that closely matches intended target size, desired spatial resolution, intended environment and target surface types. Modular test setup is proposed to enable laser triangulation 3D scanning using exchangeable sets of components supporting wider range of possible ... |
As an important teaching carrier,modern remote education network has the advantage of being unlimited by time,but it is always the problem of network education work about how to convert network information into personal knowledge and experience effectively,therefore,discussing network learning strategy of the adult lea... |
advances in deep learning and sensory technology (*e.g.*, RGB cameras, LiDAR, radar, stereo, RGB-D, among others ) have made remarkable contributions to perception systems applied to autonomous driving . Perception systems include, but are not limited to, image and point cloud-based classification and detection , seman... |
The subject of this paper is motivated by recent work on Fourier uniqueness and non-uniqueness pairs. Broadly speaking, we are interested in the following general question. Given a space $V$ of continuous integrable functions on $\mathbb{R}^n$ and two subsets $A, B \subset \mathbb{R}^n$, when is it possible to recover ... |
In contrast to traditional clients /servers infrastructure,distributed VoD systems have better performance via taking advantage of the cooperation among nodes.Cache management is one of the most important issues in the distributed system because of the limited storage capacity and netw ork bandw idth.In the paper a del... |
should be both corrected as positive definite polynomials s9,i, j(x) and s10,i, j(x) ∈ ∑ or nonzero polynomials s9,i, j(x) and s10,i, j(x) ∈ ∑ with degree 0 (ie, positive constant polynomials s9,i, j(x) and s10,i, j(x) ∈ ∑ ). Based on the aforementioned corrections, we can partially reobtain results for the case d = 2 ... |
What should a researcher do when statistical analysis software terminates before completion with a message that the Hessian is not invertible? The standard textbook advice is to respecify the model, but this is another way of saying that the researcher should change the question being asked. Obviously, however, compute... |
We embed an untyped security protocol model in the interactive theorem prover Isabelle/HOL and derive a theory for constructing proofs of secrecy and authentication properties. Our theory is based on two key ingredients. The first is an inference rule for enumerating the possible origins of messages known to the intrud... |
The control algorithm and simulation model of single neuron self-adaptive PID are set forth.Self learning and self-adaptive ability of Single Neuron PID Controller can realize its parameters adjust by self.These results from simulation researches show that the controlling method is more self-adaptive and robust than co... |
The well stirred model of a chemical system as a continuous time Markov process with state space ${\mathbb Z}_+^N$ has been known for several decades . Exact simulation of sample paths of such processes is very simple and is commonly known as the SSA (abbreviation for Stochastic Simulation Algorithm) or the Gillespie a... |
This paper describes the research about Web data mining using Natural Language Processing. System accepts arbitrary data as input from Web document and then extracts information from the document. A new method to implement Web data mining is proposed in this paper. There are three steps in this system. First, the Web d... |
Lattice Boltzmann schemes without coordinates.
We discuss recent developments extending the scope of the lattice Boltzmann method to unstructured (coordinateless) grids with arbitrary connectivity. Besides their intrinsic interest as examples of discrete kinetic systems living in irregular phase-space, the above extens... |
A panoptic camera allows to acquire a full 360 degree view of a scene by stitching images from a set of cameras [1, 3, 2, 5]. The images from the cameras are acquired at different positions and orientations to form a full view image. Stitching is performed by mixing and transforming the different images according to no... |
In this paper, the complete multiple reciprocity method is adopted to solve the one-dimensional (1D) Helmholtz equation for the semiin®nite domain. In order to recover the information that is missing when the conventional multiple reciprocity method is used, an appropriate complex number in the zeroth order fundamental... |
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Dataset Card for Filter-Cyber
Synthetic forget set for LLM Unlearning Without an Expert Curated Dataset. Please see details in our Github repo.
Citation
If you find this useful in your research, please consider citing our paper:
@misc{zhu2025llmunlearningexpertcurated,
title={LLM Unlearning Without an Expert Curated Dataset},
author={Xiaoyuan Zhu and Muru Zhang and Ollie Liu and Robin Jia and Willie Neiswanger},
year={2025},
eprint={2508.06595},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2508.06595},
}
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