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APT detection is difficult to detect due to the long-term latency, covert and slow multistage attack patterns of Advanced Persistent Threat (APT). To tackle these issues, we propose TBDetector, a transformer-based advanced persistent threat…

Cryptography and Security · Computer Science 2025-07-18 Nan Wang , Xuezhi Wen , Dalin Zhang , Xibin Zhao , Jiahui Ma , Mengxia Luo , Fan Xu , Sen Nie , Shi Wu , Jiqiang Liu

In this paper, we introduce a novel technique for content safety and prompt injection classification for Large Language Models. Our technique, Layer Enhanced Classification (LEC), trains a Penalized Logistic Regression (PLR) classifier on…

Computation and Language · Computer Science 2024-12-19 Mason Sawtell , Tula Masterman , Sandi Besen , Jim Brown

With the rapid rise of short-form videos, TikTok has become one of the most influential platforms among children and teenagers, but also a source of harmful content that can affect their perception and behavior. Such content, often subtle…

Computation and Language · Computer Science 2025-11-25 Dat Thanh Nguyen , Nguyen Hung Lam , Anh Hoang-Thi Nguyen , Trong-Hop Do

The task-conditional model is a distinctive stream for efficient multi-task learning. Existing works encounter a critical limitation in learning task-agnostic and task-specific representations, primarily due to shortcomings in global…

Computer Vision and Pattern Recognition · Computer Science 2024-03-04 Yuxiang Lu , Shalayiding Sirejiding , Bayram Bayramli , Suizhi Huang , Yue Ding , Hongtao Lu

In an era of rapidly evolving internet technology, the surge in multimodal content, including videos, has expanded the horizons of online communication. However, the detection of toxic content in this diverse landscape, particularly in…

Artificial Intelligence · Computer Science 2024-07-16 Krishanu Maity , A. S. Poornash , Sriparna Saha , Pushpak Bhattacharyya

Individuals from sexual and gender minority groups experience disproportionately high rates of poor health outcomes and mental disorders compared to their heterosexual and cisgender counterparts, largely as a consequence of minority stress…

Computation and Language · Computer Science 2026-01-21 Santosh Chapagain , Cory J Cascalheira , Shah Muhammad Hamdi , Soukaina Filali Boubrahimi , Jillian R. Scheer

Topic modeling is a branch of Natural Language Processing (NLP) that aims to organize large collections of texts into coherent groups according to word co-occurrence patterns, with Latent Dirichlet Allocation (LDA) remaining one of the most…

Computation and Language · Computer Science 2026-05-29 Alex Ding , Tarun Rapaka , Willy Rodriguez , Jason Yang

Toxicity detection mitigates the dissemination of toxic content (e.g., hateful comments, posts, and messages within online social actions) to safeguard a healthy online social environment. However, malicious users persistently develop…

Computation and Language · Computer Science 2026-03-17 Hankun Kang , Xin Miao , Jianhao Chen , Jintao Wen , Mayi Xu , Weiyu Zhang , Wenpeng Lu , Tieyun Qian

Deepfake media is becoming widespread nowadays because of the easily available tools and mobile apps which can generate realistic looking deepfake videos/images without requiring any technical knowledge. With further advances in this field…

Computer Vision and Pattern Recognition · Computer Science 2022-08-12 Sohail Ahmed Khan , Duc-Tien Dang-Nguyen

Recent DEtection TRansformer-based (DETR) models have obtained remarkable performance. Its success cannot be achieved without the re-introduction of multi-scale feature fusion in the encoder. However, the excessively increased tokens in…

Computer Vision and Pattern Recognition · Computer Science 2023-03-14 Feng Li , Ailing Zeng , Shilong Liu , Hao Zhang , Hongyang Li , Lei Zhang , Lionel M. Ni

Transformers have rapidly gained popularity in computer vision, especially in the field of object recognition and detection. Upon examining the outcomes of state-of-the-art object detection methods, we noticed that transformers consistently…

Computer Vision and Pattern Recognition · Computer Science 2023-09-12 Aref Miri Rekavandi , Shima Rashidi , Farid Boussaid , Stephen Hoefs , Emre Akbas , Mohammed bennamoun

-This paper presents an inkjet printing capacitive microwave sensor for toxic vapor detection. The designed sensors were presented and fabricated with success. The experiments show sensitivity to ethanol vapor according to the S parameters.…

Instrumentation and Detectors · Physics 2018-02-07 P. Bahoumina , H. Hallil , K Pieper , J Lachaud , D. Rebière , C. Dejous , A Abdelghani , K Frigui , S Bila , D Baillargeat , Q Zhang , P Coquet , E Pichonat , H Happy

We present Mify-Coder, a 2.5B-parameter code model trained on 4.2T tokens using a compute-optimal strategy built on the Mify-2.5B foundation model. Mify-Coder achieves comparable accuracy and safety while significantly outperforming much…

Software Engineering · Computer Science 2026-01-01 Abhinav Parmar , Abhisek Panigrahi , Abhishek Kumar Dwivedi , Abhishek Bhattacharya , Adarsh Ramachandra , Aditya Choudhary , Aditya Garg , Aditya Raj , Alankrit Bhatt , Alpesh Yadav , Anant Vishnu , Ananthu Pillai , Ankush Kumar , Aryan Patnaik , Aswatha Narayanan S , Avanish Raj Singh , Bhavya Shree Gadda , Brijesh Pankajbhai Kachhadiya , Buggala Jahnavi , Chidurala Nithin Krishna , Chintan Shah , Chunduru Akshaya , Debarshi Banerjee , Debrup Dey , Deepa R. , Deepika B G , Faiz ur Rahman , Gagan Gayari , Gudhi Jagadeesh Kumar Naidu , Gursimar Singh , Harshal Tyagi , Harshini K , James Mani Vathalloor , Jayarama Nettar , Jayashree Gajjam , Joe Walter Sugil George , Kamalakara Sri Krishna Tadepalli , Kamalkumar Rathinasamy , Karan Chaurasia , Karthikeyan S , Kashish Arora , Kaushal Desai , Khushboo Buwade , Kiran Manjrekar , Malikireddy Venkata Sai Likhitha , Manjunath A , Mitali Mahavir Bedmutha , Mohammed Rafee Tarafdar , Nikhil Tiwari , Nikitha K Gigi , Pavan Ravikumar , Pendyala Swarnanjali , Piyush Anand , Prakash Chandrasekar , Prasanna Bhalchandra Gawade , Prasanth Sivan , Preeti Khurana , Priyanshi Babbar , Rajab Ali Mondal , Rajesh Kumar Vissapragada , Rajeshwari Ganesan , Rajeswari Koppisetti , Ramjee R. , Ramkumar Thiruppathisamy , Rani G. S. , S Reka , Samarth Gupta , Sandeep Reddy Kothakota , Sarathy K , Sathyanarayana Sampath Kumar , Saurabh Kumar , Shashank Khasare , Shenbaga Devi Venkatesh Kumar , Shiva Rama Krishna Parvatham , Shoeb Shaikh , Shrishanmathi A , Shubham Pathak , Sree Samhita Koppaka , Sreenivasa Raghavan K S , Sreeram Venkatasubramanian , Suprabha Desai Bojja , Swetha R , Syed Ahmed , Chinmai Harshitha Thota , Tushar Yadav , Veeravelly Kusumitha , V V S S Prasanth Patnaik , Vidya Sri Sesetti , Vijayakeerthi K , Vikram Raj Bakshi , Vinay K K , Vinoth Kumar Loganathan , Vipin Tiwari , Vivek Kumar Shrivastav , V Venkata Sri Datta Charan , Wasim Akhtar Khan

Transformers are a popular choice for classification tasks and as backbones for object detection tasks. However, their high latency brings challenges in their adaptation to lightweight object detection systems. We present an approximation…

Computer Vision and Pattern Recognition · Computer Science 2022-10-11 Dharma KC , Venkata Ravi Kiran Dayana , Meng-Lin Wu , Venkateswara Rao Cherukuri , Hau Hwang

Model-predictive control (MPC) is a powerful tool for controlling highly dynamic robotic systems subject to complex constraints. However, MPC is computationally demanding, and is often impractical to implement on small, resource-constrained…

Robotics · Computer Science 2025-08-14 Anoushka Alavilli , Khai Nguyen , Sam Schoedel , Brian Plancher , Zachary Manchester

Social media is filled with toxic content. The aim of this paper is to build a model that can detect insincere questions. We use the 'Quora Insincere Questions Classification' dataset for our analysis. The dataset is composed of sincere and…

Computation and Language · Computer Science 2019-11-05 Deepshi Mediratta , Nikhil Oswal

Detecting online toxicity has always been a challenge due to its inherent subjectivity. Factors such as the context, geography, socio-political climate, and background of the producers and consumers of the posts play a crucial role in…

Social and Information Networks · Computer Science 2023-01-18 Tanmay Garg , Sarah Masud , Tharun Suresh , Tanmoy Chakraborty

Recent advances in transformer architectures have revolutionised natural language processing, but their application to healthcare domains presents unique challenges. Patient timelines are characterised by irregular sampling, variable…

Computation and Language · Computer Science 2025-05-26 Linglong Qian , Zina Ibrahim

Previous works on the Recurrent Neural Network-Transducer (RNN-T) models have shown that, under some conditions, it is possible to simplify its prediction network with little or no loss in recognition accuracy (arXiv:2003.07705 [eess.AS],…

Computation and Language · Computer Science 2021-09-17 Rami Botros , Tara N. Sainath , Robert David , Emmanuel Guzman , Wei Li , Yanzhang He

Coastal pollution is a pressing global environmental issue, necessitating scalable and automated solutions for monitoring and management. This study investigates the efficacy of the Real-Time Detection Transformer (RT-DETR), a…

Computer Vision and Pattern Recognition · Computer Science 2025-08-22 Miftahul Huda , Arsyiah Azahra , Putri Maulida Chairani , Dimas Rizky Ramadhani , Nabila Azhari , Ade Lailani