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Showing 1–50 of 66 papers

TitleStatusHype
LLM2LLM: Boosting LLMs with Novel Iterative Data EnhancementCode2
SpikeZIP-TF: Conversion is All You Need for Transformer-based SNNCode1
Revisiting Character-level Adversarial Attacks for Language ModelsCode1
Text Classification via Large Language ModelsCode1
Adaptive Deep Neural Network Inference Optimization with EENetCode1
ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous ClientsCode1
A Generative Language Model for Few-shot Aspect-Based Sentiment AnalysisCode1
Generating Training Data with Language Models: Towards Zero-Shot Language UnderstandingCode1
LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing—0
PL-FGSA: A Prompt Learning Framework for Fine-Grained Sentiment Analysis Based on MindSpore—0
Defending Deep Neural Networks against Backdoor Attacks via Module Switching—0
Enhancing LLM Robustness to Perturbed Instructions: An Empirical StudyCode0
Catastrophic Forgetting in LLMs: A Comparative Analysis Across Language Tasks—0
An End-to-End Homomorphically Encrypted Neural Network—0
Exploring Variability in Fine-Tuned Models for Text Classification with DistilBERT—0
Cut the Deadwood Out: Post-Training Model Purification with Selective Module Substitution—0
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down FeedbackCode0
Robustness of Large Language Models Against Adversarial Attacks—0
Expose Before You Defend: Unifying and Enhancing Backdoor Defenses via Exposed ModelsCode0
Simultaneous Computation and Memory Efficient Zeroth-Order Optimizer for Fine-Tuning Large Language Models—0
Efficient Automated Circuit Discovery in Transformers using Contextual Decomposition—0
LMO-DP: Optimizing the Randomization Mechanism for Differentially Private Fine-Tuning (Large) Language Models—0
The Impact of Quantization on the Robustness of Transformer-based Text Classifiers—0
Here's a Free Lunch: Sanitizing Backdoored Models with Model MergeCode0
When does word order matter and when doesn't it?Code0
OrderBkd: Textual backdoor attack through repositioningCode0
Beyond Gradient and Priors in Privacy Attacks: Leveraging Pooler Layer Inputs of Language Models in Federated Learning—0
Sentiment Analysis through LLM Negotiations—0
Gradient-Based Word Substitution for Obstinate Adversarial Examples Generation in Language Models—0
Sensi-BERT: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient BERT—0
Don't Retrain, Just Rewrite: Countering Adversarial Perturbations by Rewriting Text—0
From Shortcuts to Triggers: Backdoor Defense with Denoised PoECode0
Two-in-One: A Model Hijacking Attack Against Text Generation Models—0
Masked Language Model Based Textual Adversarial Example DetectionCode0
TrojText: Test-time Invisible Textual Trojan InsertionCode0
Few-shot Multimodal Multitask Multilingual Learning—0
Bag of Tricks for Effective Language Model Pretraining and Downstream Adaptation: A Case Study on GLUE—0
BDMMT: Backdoor Sample Detection for Language Models through Model Mutation Testing—0
RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language UnderstandingCode0
Uncertainty Sentence Sampling by Virtual Adversarial Perturbation—0
Are Sample-Efficient NLP Models More Robust?—0
Enhancing Task-Specific Distillation in Small Data Regimes through Language Generation—0
ELECTRA is a Zero-Shot Learner, TooCode0
Improving the Adversarial Robustness of NLP Models by Information BottleneckCode0
Leveraging QA Datasets to Improve Generative Data AugmentationCode0
LM-BFF-MS: Improving Few-Shot Fine-tuning of Language Models based on Multiple Soft Demonstration MemoryCode0
TangoBERT: Reducing Inference Cost by using Cascaded Architecture—0
EnCBP: A New Benchmark Dataset for Finer-Grained Cultural Background Prediction in English—0
How Emotionally Stable is ALBERT? Testing Robustness with Stochastic Weight Averaging on a Sentiment Analysis TaskCode0
DAWSON: Data Augmentation using Weak Supervision On Natural Language—0
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