conftrace_

model generalization

190 papers

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neural network (6616) transfer learning (5449) text classification (6793) domain generalization (1522) large language model (13587) neural network optimization (1293) knowledge distillation (3725) data augmentation (3052) representation learning (6206) federated learning (1333)

Papers

Diversity-Authenticity Co-constrained Stylization for Federated Domain Generalization in Person Re-identification AAAI 2024
Children’s Speech Recognition through Discrete Token Enhancement INTERSPEECH 2024
Scaling Laws Across Model Architectures: A Comparative Analysis of Dense and MoE Models in Large Language Models EMNLP 2024
MoNMT: Modularly Leveraging Monolingual and Bilingual Knowledge for Neural Machine Translation COLING 2024
Improving robustness to corruptions with multiplicative weight perturbations NIPS 2024
Generalize for Future: Slow and Fast Trajectory Learning for CTR Prediction AAAI 2024
Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models and Beyond ACL 2024
Rethinking Weight Decay for Robust Fine-Tuning of Foundation Models NIPS 2024
A Single-Step, Sharpness-Aware Minimization is All You Need to Achieve Efficient and Accurate Sparse Training NIPS 2024
Implicit Regularization of Sharpness-Aware Minimization for Scale-Invariant Problems NIPS 2024
PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularization NIPS 2024
Soft ascent-descent as a stable and flexible alternative to flooding NIPS 2024
Towards Unsupervised Model Selection for Domain Adaptive Object Detection NIPS 2024
Revive Re-weighting in Imbalanced Learning by Density Ratio Estimation NIPS 2024
Can we obtain significant success in RST discourse parsing by using Large Language Models? EACL 2024
Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation CVPR 2023
Benchmarking Robustness to Adversarial Image Obfuscations NIPS 2023
Which Shortcut Solution Do Question Answering Models Prefer to Learn? AAAI 2023
Retaining Beneficial Information from Detrimental Data for Neural Network Repair NIPS 2023
Internal Robust Representations for Domain Generalization AAAI 2023
Analyzing Pre-trained and Fine-tuned Language Models EMNLP 2023
Reducing Spurious Correlations in Aspect-based Sentiment Analysis with Explanation from Large Language Models EMNLP 2023
DeepBlueAI at PragTag-2023:Ensemble-based Text Classification Approaches under Limited Data Resources EMNLP 2023
GenCodeSearchNet: A Benchmark Test Suite for Evaluating Generalization in Programming Language Understanding EMNLP 2023
Lexical Repetitions Lead to Rote Learning: Unveiling the Impact of Lexical Overlap in Train and Test Reference Summaries EMNLP 2023