Long Form Deletion

Long-form deletion, the unexpected omission of sequential data elements in models processing lengthy inputs, is a significant challenge across various domains, particularly in automatic speech recognition and machine learning. Current research focuses on mitigating this issue through techniques like jointly modeling diverse speaker groups in ASR, developing robust algorithms for handling data deletions in machine unlearning, and employing deep learning methods for detecting and correcting deletions in other data types such as text and marker codes. Addressing long-form deletion is crucial for improving the reliability and usability of numerous applications, ranging from speech-to-text systems to data privacy-preserving machine learning models.

Papers

August 10, 2024

WiDe-analysis: Enabling One-click Content Moderation Analysis on Wikipedia's Articles for Deletion
Hsuvas Borkakoty, Luis Espinosa-Anke
Content Moderation Wikipedia Article Comprehensive Analysis Article Centered Factor Long Form Deletion Content Moderator

March 29, 2024

Adverb Is the Key: Simple Text Data Augmentation with Adverb Deletion
Juhwan Choi, YoungBin Kim
Data Augmentation Natural Language Inference Text Augmentation Rule Based Long Form Deletion Scalar Adverb Semantic Preservation

January 2, 2024

Deep Learning-Based Detection for Marker Codes over Insertion and Deletion Channels
Guochen Ma, Xiaopeng Jiao, Jianjun Mu, Hui Han, Yaming Yang
Channel State Information Detection Algorithm Long Form Deletion Test Point Insertion Learning Based Detection Marker Code

December 18, 2023

Improved Long-Form Speech Recognition by Jointly Modeling the Primary and Non-primary Speakers
Guru Prakash Arumugam, Shuo-yiin Chang, Tara N. Sainath, Rohit Prabhavalkar, Quan Wang, Shaan Bijwadia
Importance Aware Automatic Speech Recognition Model Speech Driven Long Form Long Form Deletion Mismatch Classification

December 16, 2023

Certified Minimax Unlearning with Generalization Rates and Deletion Capacity
Jiaqi Liu, Jian Lou, Zhan Qin, Kui Ren
Minimax Optimization Minimax Optimal Long Form Deletion Private Minimax

November 17, 2023

Delete My Account: Impact of Data Deletion on Machine Learning Classifiers
Tobias Dam, Maximilian Henzl, Lukas Daniel Klausner
Global Impact Sensitive Data Data Quality Machine Learning Classifier Personal Information General Data Protection Regulation Long Form Deletion Data Removal Mean End Account Deletion Inference

September 28, 2023

Distill to Delete: Unlearning in Graph Networks with Knowledge Distillation
Yash Sinha, Murari Mandal, Mohan Kankanhalli
Knowledge Distillation Unlearning Framework Graph Network Unlearned Model Knowledge Unlearning Long Form Deletion Graph Unlearning

September 2, 2023

Tight Bounds for Machine Unlearning via Differential Privacy
Yiyang Huang, Clément L. Canonne
Training Data Differential Privacy Practical Algorithm Machine Unlearning Tight Bound Long Form Deletion

August 22, 2023

Minwise-Independent Permutations with Insertion and Deletion of Features
Rameshwar Pratap, Raghav Kulkarni
Feature Wise Machine Permutation Long Form Deletion Test Point Insertion Jaccard Similarity Sketch and Lift

July 5, 2023

DeSRA: Detect and Delete the Artifacts of GAN-based Real-World Super-Resolution Models
Liangbin Xie, Xintao Wang, Xiangyu Chen, Gen Li, Ying Shan, Jiantao Zhou, Chao Dong
Generative Adversarial Network Image Super Resolution Ring Artifact Super Resolution Generative Adversarial Network Long Form Deletion

May 24, 2023

Machine Unlearning: its nature, scope, and importance for a "delete culture"
Luciano Floridi
Machine Learning Machine Learning Model Machine Unlearning Importance Aware Landscape Image Scope Sensitive Digital Age Long Form Deletion

October 17, 2022

Forget Unlearning: Towards True Data-Deletion in Machine Learning
Rishav Chourasia, Neil Shah
Machine Learning Harmful Unlearning Computation Offloading Long Form Deletion Data Removal Noisy Gradient Descent Data Deletion

May 25, 2022

Deletion and Insertion Tests in Regression Models
Naofumi Hama, Masayoshi Mase, Art B. Owen
Explainable AI Logistic Regression Regression Model Black Box Function Long Form Deletion Input Gradient Test Point Insertion

April 26, 2022

Pretraining Chinese BERT for Detecting Word Insertion and Deletion Errors
Cong Zhou, Yong Dai, Duyu Tang, Enbo Zhao, Zhangyin Feng, Li Kuang, Shuming Shi
Language Modeling Object Insertion Long Form Deletion Chinese Pre Trained Model Chinese BERT

January 27, 2022

Efficiently Maintaining Next Basket Recommendations under Additions and Deletions of Baskets and Items
Benjamin Longxiang Wang, Sebastian Schelter
Recommender System Data Privacy Sequential Recommender System Item Popularity Long Form Deletion Basket Recommendation Basket Sequence

November 29, 2021

A new Sinkhorn algorithm with Deletion and Insertion operations
Luc Brun, Benoit Gaüzère, Sébastien Bougleux, Florian Yger
Back Propagation Sinkhorn Algorithm Long Form Deletion Test Point Insertion