and fairness in machine learning.Part II - computer vision: classification; and computer vision: 3D methods.Part III - computer vision: anomaly detection; and topics in computer vision.Part IV - brain-inspired computing;

.- Speech Processing. .- Breaking the Corpus Bottleneck for Multi-dialect Speech Recognition with Flexible Adapters. .- Developmental Predictive Coding Model for Early Infancy Mono- and Bilingual Vocal Continual Learning. .- T-DVAE: A Transformer-based Dynamical Variational Autoencoder for Speech. .- Natural Language Processing. .- A Generalizable Context-Aware Deep Learning Model for Abusive Language Detection. .- A Novel Graph Neural Network Based Model for Text Classification. .- ABSA Methodology Based on Interval-enhanced Talking-heads Attention Network. .- An Evaluation Dataset for Targeted Sentiment Analysis in Long-Form Chinese News Articles. .- Anti-Hate Speech Framework: Leveraging Hedging Hyperbolic Learning. .- Combining Data Generation and Active Learning for Low-Resource Question Answering. .- CoT-BERT: Enhancing Unsupervised Sentence Representation through Chain-of-Thought. .- EKD: Effective Knowledge Distillation for Few-Shot Sentiment Analysis. .- End-to-End Training of Back-Translation Framework with Categorical Reparameterization Trick. .- Enhancing Zero-Shot Translation in Multilingual Neural Machine Translation: Focusing on obtaining Location-Agnostic Representations. .- Generative Sentiment Analysis via Latent Category Distribution and Constrained Decoding. .- Improve Shallow Decoder Based Transformer with Structured Expert Prediction. .- KELTP: Keyword-Enhanced Learned Token Pruning for Knowledge-Grounded Dialogue. .- Knowledge Base Question Generation via Data Augmentation with Dynamic-prompt. .- Lifelong Sentiment Classification Based on Adaptive Parameter Updating. .- Multi-stage vs Single-stage: A Local Information Focused Approach for Overlapping Event Extraction. .- PLIClass: Weakly Supervised Text Classification with Iterative Training and Denoisy Inference. .- Reinforced Keyphrase Genertion with Multi-Dimensional Reward. .- Reinforced Multi-Teacher Knowledge Distillation for Unsupervised Sentence Representation. .- Summarizing Like Human: Edit-Based Text Summarization with Keywords. .- Towards Persona-oriented LLM-generated Text Detection: Benchmark Dataset and Method. .- Use of Riemannian distance metric to verify topological  similarity of acoustic and text domains. .- WKE: Word-level Knowledge Enrichment for Aspect Term Extraction. .- Language Modeling. .- A general-purpose material entity extraction method from large compound corpora using fine tuning of character features. .- Efficient Fine-tuning for Low-resource Tibetan Pre-trained Language Models. .- Enhancing LM’s Task Adaptability: Powerful Post-Training Framework with Reinforcement Learning from Model Feedback. .- GL-NER: Generation-aware Large Language Models for Few-shot Named Entity Recognition.