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Model Compression

1,952 papers

Papers per year

6
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489
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Papers

One-pass Multiple Conformer and Foundation Speech Systems Compression and Quantization Using An All-in-one Neural Model INTERSPEECH 2024
USM RNN-T model weights binarization INTERSPEECH 2024
On the social bias of speech self-supervised models INTERSPEECH 2024
Multimodal Large Language Models with Fusion Low Rank Adaptation for Device Directed Speech Detection INTERSPEECH 2024
Resource-Efficient Neural Networks for Embedded Systems JMLR 2024
Variation Spaces for Multi-Output Neural Networks: Insights on Multi-Task Learning and Network Compression JMLR 2024
Adaptive Rank Selections for Low-Rank Approximation of Language Models NAACL 2024
ALoRA: Allocating Low-Rank Adaptation for Fine-tuning Large Language Models NAACL 2024
LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models NAACL 2024
Do Localization Methods Actually Localize Memorized Data in LLMs? A Tale of Two Benchmarks NAACL 2024
PromptFix: Few-shot Backdoor Removal via Adversarial Prompt Tuning NAACL 2024
Instructional Fingerprinting of Large Language Models NAACL 2024
PEMA: An Offsite-Tunable Plug-in External Memory Adaptation for Language Models NAACL 2024
Divergent Token Metrics: Measuring degradation to prune away LLM components – and optimize quantization NAACL 2024
Elastic Weight Removal for Faithful and Abstractive Dialogue Generation NAACL 2024
Learning to Compress Prompt in Natural Language Formats NAACL 2024
Efficient End-to-End Visual Document Understanding with Rationale Distillation NAACL 2024
Keep it Private: Unsupervised Privatization of Online Text NAACL 2024
Tied-LoRA: Enhancing parameter efficiency of LoRA with Weight Tying NAACL 2024
Advancing the Robustness of Large Language Models through Self-Denoised Smoothing NAACL 2024
RedCoast: A Lightweight Tool to Automate Distributed Training of LLMs on Any GPU/TPUs NAACL 2024
Lossless Acceleration of Large Language Model via Adaptive N-gram Parallel Decoding NAACL 2024
Shears: Unstructured Sparsity with Neural Low-rank Adapter Search NAACL 2024
Structured Pruning for Large Language Models Using Coupled Components Elimination and Minor Fine-tuning NAACL 2024
Weight-Inherited Distillation for Task-Agnostic BERT Compression NAACL 2024