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2506.02838v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Economic inequality is a global challenge, intensifying disparities in
education, healthcare, and social stability. Traditional systems like the U.S.
federal income tax reduce inequality but lack adaptability. Al... |
2506.02634v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Serving large language models (LLMs) is important for cloud providers, and
caching intermediate results (KV\$) after processing each request substantially
improves serving throughput and latency. However, there i... |
2506.00958v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Nonverbal communication is integral to human interaction, with gestures,
facial expressions, and body language conveying critical aspects of intent and
emotion. However, existing large language models (LLMs) fail... |
2506.00832v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Recent advances in Text-to-Speech (TTS) have significantly improved speech
naturalness, increasing the demand for precise prosody control and
mispronunciation correction. Existing approaches for prosody manipulat... |
2506.00418v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
In context learning (ICL) relies heavily on high quality demonstrations drawn
from large annotated corpora. Existing approaches detect noisy annotations by
ranking local perplexities, presuming that noisy samples... |
2505.24754v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
In this work, we investigate an important task named instruction-following
text embedding, which generates dynamic text embeddings that adapt to user
instructions, highlighting specific attributes of text. Despit... |
2505.24575v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Summarizing long-form narratives--such as books, movies, and TV
scripts--requires capturing intricate plotlines, character interactions, and
thematic coherence, a task that remains challenging for existing LLMs. ... |
2506.00085v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Large Language Models (LLMs) encode behaviors such as refusal within their
activation space, yet identifying these behaviors remains a significant
challenge. Existing methods often rely on predefined refusal temp... |
2505.23996v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
The recent rapid adoption of large language models (LLMs) highlights the
critical need for benchmarking their fairness. Conventional fairness metrics,
which focus on discrete accuracy-based evaluations (i.e., pre... |
2505.23353v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Quantitative susceptibility maps from magnetic resonance images can provide
both prognostic and diagnostic information in multiple sclerosis, a
neurodegenerative disease characterized by the formation of lesions ... |
2505.22757v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Multi-token prediction (MTP) is a recently proposed pre-training objective
for language models. Rather than predicting only the next token (NTP), MTP
predicts the next $k$ tokens at each prediction step, using mu... |
2506.02853v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Action coordination in human structure is indispensable for the spatial
constraints of 2D joints to recover 3D pose. Usually, action coordination is
represented as a long-range dependence among body parts. Howeve... |
2506.02547v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Event cameras capture scene changes asynchronously on a per-pixel basis,
enabling extremely high temporal resolution. However, this advantage comes at
the cost of high bandwidth, memory, and computational demands... |
2506.01071v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
In this paper, we propose an Aligned Contrastive Learning (ACL) algorithm to
address the long-tailed recognition problem. Our findings indicate that while
multi-view training boosts the performance, contrastive l... |
2506.01037v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Existing diffusion-based video super-resolution (VSR) methods are susceptible
to introducing complex degradations and noticeable artifacts into
high-resolution videos due to their inherent randomness. In this pap... |
2506.00434v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
In this paper, we address the crucial task of brain tumor segmentation in
medical imaging and propose innovative approaches to enhance its performance.
The current state-of-the-art nnU-Net has shown promising res... |
2506.00333v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Open-vocabulary object detection models allow users to freely specify a class
vocabulary in natural language at test time, guiding the detection of desired
objects. However, vocabularies can be overly broad or ev... |
2505.24443v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Conventional semi-supervised learning (SSL) ideally assumes that labeled and
unlabeled data share an identical class distribution, however in practice, this
assumption is easily violated, as unlabeled data often ... |
2505.24334v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
In the era of intelligent manufacturing, anomaly detection has become
essential for maintaining quality control on modern production lines. However,
while many existing models show promising performance, they are... |
2505.23290v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
In 3D speech-driven facial animation generation, existing methods commonly
employ pre-trained self-supervised audio models as encoders. However, due to
the prevalence of phonetically similar syllables with distin... |
2505.23180v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Deep-unrolling and plug-and-play (PnP) approaches have become the de-facto
standard solvers for single-pixel imaging (SPI) inverse problem. PnP
approaches, a class of iterative algorithms where regularization is ... |
2505.22616v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Neural rendering methods have gained significant attention for their ability
to reconstruct 3D scenes from 2D images. The core idea is to take multiple
views as input and optimize the reconstructed scene by minim... |
2505.22458v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Unsupervised domain adaptation for semantic segmentation (UDA-SS) aims to
transfer knowledge from labeled source data to unlabeled target data. However,
traditional UDA-SS methods assume that category settings be... |
2505.22427v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
This paper presents a groundbreaking approach - the first online automatic
geometric calibration method for radar and camera systems. Given the
significant data sparsity and measurement uncertainty in radar heigh... |
2505.22167v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Diffusion transformers (DiT) have demonstrated exceptional performance in
video generation. However, their large number of parameters and high
computational complexity limit their deployment on edge devices. Quan... |
2505.22552v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Integrating knowledge graphs (KGs) to enhance the reasoning capabilities of
large language models (LLMs) is an emerging research challenge in claim
verification. While KGs provide structured, semantically rich re... |
2504.21752v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Despite differential privacy (DP) often being considered the de facto
standard for data privacy, its realization is vulnerable to unfaithful
execution of its mechanisms by servers, especially in distributed setti... |
2504.21282v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Natural language (NL)-driven table discovery identifies relevant tables from
large table repositories based on NL queries. While current deep-learning-based
methods using the traditional dense vector search pipel... |
2504.17448v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Active learning (AL) reduces human annotation costs for machine learning
systems by strategically selecting the most informative unlabeled data for
annotation, but performing it individually may still be insuffic... |
2504.14861v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Maximum Inner Product Search (MIPS) is a fundamental challenge in machine
learning and information retrieval, particularly in high-dimensional data
applications. Existing approaches to MIPS either rely solely on ... |
2504.06975v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
In order to achieve low latency, high throughput, and partition tolerance,
modern databases forgo strong transaction isolation for weak isolation
guarantees. However, several production databases have been found ... |
2506.01833v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Inspired by the success of unsupervised pre-training paradigms, researchers
have applied these approaches to DNA pre-training. However, we argue that these
approaches alone yield suboptimal results because pure D... |
2506.00382v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Understanding how feature representations evolve across layers in large
language models (LLMs) is key to improving their interpretability and
robustness. While recent studies have identified critical layers linke... |
2506.00205v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Rehearsal-based methods have shown superior performance in addressing
catastrophic forgetting in continual learning (CL) by storing and training on a
subset of past data alongside new data in current task. While ... |
2505.24835v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Fund allocation has been an increasingly important problem in the financial
domain. In reality, we aim to allocate the funds to buy certain assets within a
certain future period. Naive solutions such as predictio... |
2505.24203v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Protein dynamics play a crucial role in protein biological functions and
properties, and their traditional study typically relies on time-consuming
molecular dynamics (MD) simulations conducted in silico. Recent ... |
2506.02847v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Deploying large language models (LLMs) on edge devices is crucial for
delivering fast responses and ensuring data privacy. However, the limited
storage, weight, and power of edge devices make it difficult to depl... |
2505.22194v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Vision Transformers (ViTs) leverage the transformer architecture to
effectively capture global context, demonstrating strong performance in
computer vision tasks. A major challenge in ViT hardware acceleration is... |
2505.11554v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Memory bandwidth regulation and cache partitioning are widely used techniques
for achieving predictable timing in real-time computing systems. Combined with
partitioned scheduling, these methods require careful c... |
2505.08071v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
De novo assembly enables investigations of unknown genomes, paving the way
for personalized medicine and disease management. However, it faces immense
computational challenges arising from the excessive data volu... |
2504.06211v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Zero-Knowledge Proofs (ZKPs) are rapidly gaining importance in
privacy-preserving and verifiable computing. ZKPs enable a proving party to
prove the truth of a statement to a verifying party without revealing any... |
2504.19283v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Serverless computing abstracts away server management, enabling automatic
scaling, efficient resource utilization, and cost-effective pricing models.
However, despite these advantages, it faces the significant ch... |
2504.11007v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Modern cloud-native applications increasingly utilise managed cloud services
and containerisation technologies, such as Kubernetes, to achieve rapid
time-to-market and scalable deployments. Organisations must con... |
2504.09307v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Training LLMs in distributed environments presents significant challenges due
to the complexity of model execution, deployment systems, and the vast space of
configurable strategies. Although various optimization... |
2506.02750v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Learning vectorized embeddings is fundamental to many recommender systems for
user-item matching. To enable efficient online inference, representation
binarization, which embeds latent features into compact binar... |
2505.23452v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Opinion mining plays a vital role in analysing user feedback and extracting
insights from textual data. While most research focuses on sentiment polarity
(e.g., positive, negative, neutral), fine-grained emotion ... |
2505.21811v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Sequential recommendation is a popular paradigm in modern recommender
systems. In particular, one challenging problem in this space is cross-domain
sequential recommendation (CDSR), which aims to predict future b... |
2505.20227v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Multi-Domain Recommendation (MDR) achieves the desirable recommendation
performance by effectively utilizing the transfer information across different
domains. Despite the great success, most existing MDR methods... |
2505.19356v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Neural retrieval methods using transformer-based pre-trained language models
have advanced multilingual and cross-lingual retrieval. However, their
effectiveness for low-resource, morphologically rich languages s... |
2505.19307v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Neural retrieval models excel in Web search, but their training requires
substantial amounts of labeled query-document pairs, which are costly to
obtain. With the widespread availability of Web document collectio... |
2505.17507v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
The rapid growth of open source machine learning (ML) resources, such as
models and datasets, has accelerated IR research. However, existing platforms
like Hugging Face do not explicitly utilize structured repres... |
2505.12791v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
This paper reports on findings from a comparative study on the effectiveness
and efficiency of federated unlearning strategies within Federated Online
Learning to Rank (FOLTR), with specific attention to systemat... |
2505.07166v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Dense retrievers utilize pre-trained backbone language models (e.g., BERT,
LLaMA) that are fine-tuned via contrastive learning to perform the task of
encoding text into sense representations that can be then comp... |
2505.03484v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Recent deep sequential recommendation models often struggle to effectively
model key characteristics of user behaviors, particularly in handling sequence
length variations and capturing diverse interaction patter... |
2505.00552v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Graph convolutional networks have recently gained prominence in collaborative
filtering (CF) for recommendations. However, we identify potential bottlenecks
in two foundational components. First, the embedding la... |
2504.20458v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Conversational recommendation systems (CRSs) use multi-turn interaction to
capture user preferences and provide personalized recommendations. A
fundamental challenge in CRSs lies in effectively understanding user... |
2504.18383v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Cross-domain Sequential Recommendation (CDSR) aims to extract the preference
from the user's historical interactions across various domains. Despite some
progress in CDSR, two problems set the barrier for further... |
2504.17519v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Generative retrieval (GR) has emerged as a promising paradigm in information
retrieval (IR). However, most existing GR models are developed and evaluated
using a static document collection, and their performance ... |
2504.15849v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
With the growing abundance of repositories containing tabular data,
discovering relevant tables for in-depth analysis remains a challenging task.
Existing table discovery methods primarily retrieve desired tables... |
2504.14991v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Fairness is an increasingly important factor in re-ranking tasks. Prior work
has identified a trade-off between ranking accuracy and item fairness. However,
the underlying mechanisms are still not fully understoo... |
2504.14243v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Ranking models primarily focus on modeling the relative order of predictions
while often neglecting the significance of the accuracy of their absolute
values. However, accurate absolute values are essential for c... |
2504.12900v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Personalized outfit generation aims to construct a set of compatible and
personalized fashion items as an outfit. Recently, generative AI models have
received widespread attention, as they can generate fashion it... |
2504.09935v1 | Write a Related Works section for an academic paper given the paper's abstract. Here is the paper abstract:
Generative retrieval seeks to replace traditional search index data
structures with a single large-scale neural network, offering the potential for
improved efficiency and seamless integration with generative lar... |
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