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Papers
Monomial Matrix Group Equivariant Neural Functional Networks
NeurIPS 2024
Multi-Level Symbolic Regression: Function Structure Learning for Multi-Level Data
AISTATS 2024
Multi-Task Dense Prediction via Mixture of Low-Rank Experts
CVPR 2024
Multi-Task Learning Improves Performance in Deep Argument Mining Models
ACL 2024
Not All Tasks Are Equally Difficult: Multi-Task Deep Reinforcement Learning with Dynamic Depth Routing
AAAI 2024
PAC-Bayesian Generalization Bounds for Knowledge Graph Representation Learning
ICML 2024
Parameter Competition Balancing for Model Merging
NeurIPS 2024
Parameter-Efficient Adapter Based on Pre-trained Models for Speech Translation
Interspeech 2024
PeLK: Parameter-efficient Large Kernel ConvNets with Peripheral Convolution
CVPR 2024
ShareBERT: Embeddings Are Capable of Learning Hidden Layers
AAAI 2024
SS1: Accelerating Inference with Fast and Expressive Sketch Structured Transform
NeurIPS 2024
STTATTS: Unified Speech-To-Text And Text-To-Speech Model
EMNLP 2024
VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks
NeurIPS 2024
Weight-Entanglement Meets Gradient-Based Neural Architecture Search
AutoML 2024
AdaTask: A Task-Aware Adaptive Learning Rate Approach to Multi-Task Learning
AAAI 2023
Approximation and Estimation Ability of Transformers for Sequence-to-Sequence Functions with Infinite Dimensional Input
ICML 2023
A Simple Concatenation can Effectively Improve Speech Translation
ACL 2023
A Survey of Multi-task Learning in Natural Language Processing: Regarding Task Relatedness and Training Methods
EACL 2023
Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration
ICCV 2023
Boosting Inference Efficiency: Unleashing the Power of Parameter-Shared Pre-trained Language Models
EMNLP 2023
CO-Net: Learning Multiple Point Cloud Tasks at Once with A Cohesive Network
ICCV 2023
Efficient Computation Sharing for Multi-Task Visual Scene Understanding
ICCV 2023
Enhancing Scalability of Pre-trained Language Models via Efficient Parameter Sharing
EMNLP 2023
F2A2: Flexible Fully-decentralized Approximate Actor-critic for Cooperative Multi-agent Reinforcement Learning
JMLR 2023
Few-shot Unified Question Answering: Tuning Models or Prompts?
EMNLP 2023