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PEFT-SER: On the Use of Parameter Efficient Transfer Learning Approaches
  For Speech Emotion Recognition Using Pre-trained Speech Models

PEFT-SER: On the Use of Parameter Efficient Transfer Learning Approaches For Speech Emotion Recognition Using Pre-trained Speech Models

8 June 2023
Tiantian Feng
Shrikanth Narayanan
ArXivPDFHTML

Papers citing "PEFT-SER: On the Use of Parameter Efficient Transfer Learning Approaches For Speech Emotion Recognition Using Pre-trained Speech Models"

14 / 14 papers shown
Title
Modeling speech emotion with label variance and analyzing performance across speakers and unseen acoustic conditions
Modeling speech emotion with label variance and analyzing performance across speakers and unseen acoustic conditions
Vikramjit Mitra
Amrit Romana
Dung T. Tran
Erdrin Azemi
39
0
0
24 Mar 2025
Efficient Finetuning for Dimensional Speech Emotion Recognition in the Age of Transformers
Aneesha Sampath
James Tavernor
E. Provost
48
0
0
17 Feb 2025
Adapter-Based Multi-Agent AVSR Extension for Pre-Trained ASR Models
Adapter-Based Multi-Agent AVSR Extension for Pre-Trained ASR Models
Christopher Simic
K. Riedhammer
Tobias Bocklet
93
0
0
03 Feb 2025
Efficient and Private: Memorisation under differentially private
  parameter-efficient fine-tuning in language models
Efficient and Private: Memorisation under differentially private parameter-efficient fine-tuning in language models
Olivia Ma
Jonathan Passerat-Palmbach
Dmitrii Usynin
77
0
0
24 Nov 2024
Cross-Lingual Speech Emotion Recognition: Humans vs. Self-Supervised Models
Cross-Lingual Speech Emotion Recognition: Humans vs. Self-Supervised Models
Zhichen Han
Tianqi Geng
Hui Feng
Jiahong Yuan
Korin Richmond
Yuanchao Li
35
1
0
25 Sep 2024
Better Python Programming for all: With the focus on Maintainability
Better Python Programming for all: With the focus on Maintainability
Karthik Shivashankar
Antonio Martini
KELM
41
0
0
17 Aug 2024
See Further for Parameter Efficient Fine-tuning by Standing on the
  Shoulders of Decomposition
See Further for Parameter Efficient Fine-tuning by Standing on the Shoulders of Decomposition
Chongjie Si
Xiaokang Yang
Wei Shen
40
5
0
07 Jul 2024
A Layer-Anchoring Strategy for Enhancing Cross-Lingual Speech Emotion
  Recognition
A Layer-Anchoring Strategy for Enhancing Cross-Lingual Speech Emotion Recognition
Shreya G. Upadhyay
Carlos Busso
Chi-Chun Lee
42
3
0
06 Jul 2024
Less Forgetting for Better Generalization: Exploring Continual-learning
  Fine-tuning Methods for Speech Self-supervised Representations
Less Forgetting for Better Generalization: Exploring Continual-learning Fine-tuning Methods for Speech Self-supervised Representations
Salah Zaiem
Titouan Parcollet
S. Essid
CLL
33
3
0
30 Jun 2024
Efficient Compression of Multitask Multilingual Speech Models
Efficient Compression of Multitask Multilingual Speech Models
Thomas Palmeira Ferraz
41
0
0
02 May 2024
Parameter Efficient Fine Tuning: A Comprehensive Analysis Across
  Applications
Parameter Efficient Fine Tuning: A Comprehensive Analysis Across Applications
Charith Chandra Sai Balne
S. Bhaduri
Tamoghna Roy
Vinija Jain
Aman Chadha
40
12
0
21 Apr 2024
Multilingual DistilWhisper: Efficient Distillation of Multi-task Speech
  Models via Language-Specific Experts
Multilingual DistilWhisper: Efficient Distillation of Multi-task Speech Models via Language-Specific Experts
Thomas Palmeira Ferraz
Marcely Zanon Boito
Caroline Brun
Vassilina Nikoulina
29
12
0
02 Nov 2023
Joint Audio and Speech Understanding
Joint Audio and Speech Understanding
Yuan Gong
Alexander H. Liu
Hongyin Luo
Leonid Karlinsky
James R. Glass
AuLLM
28
66
0
25 Sep 2023
Exploration of A Self-Supervised Speech Model: A Study on Emotional
  Corpora
Exploration of A Self-Supervised Speech Model: A Study on Emotional Corpora
Yuanchao Li
Yumnah Mohamied
P. Bell
Catherine Lai
SSL
34
45
0
05 Oct 2022
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