conftrace_

task similarity

26 papers

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Co-occurring keywords

knowledge transfer (648) multi-task learning (2575) continual learning (1181) transfer learning (5449) catastrophic forgetting (958) neural network (6616) out-of-distribution generalization (408) few-shot learning (3398) gradient descent (1144) gaussian process (1200)

Papers

Policy Search, Retrieval, and Composition via Task Similarity in Collaborative Agentic Systems AAAI 2026
Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning ACL 2025
Disentangling and mitigating the impact of task similarity for continual learning NIPS 2024
Vygotsky Distance: Measure for Benchmark Task Similarity COLING 2024
PORTAL: Automatic Curricula Generation for Multiagent Reinforcement Learning AAAI 2024
Robust Knowledge Transfer in Tiered Reinforcement Learning NIPS 2023
Theory on Forgetting and Generalization of Continual Learning ICML 2023
Speeding Up Multi-Objective Hyperparameter Optimization by Task Similarity-Based Meta-Learning for the Tree-Structured Parzen Estimator IJCAI 2023
Multi-Agent Meta-Reinforcement Learning: Sharper Convergence Rates with Task Similarity NIPS 2023
Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal ICML 2023
Maslow’s Hammer in Catastrophic Forgetting: Node Re-Use vs. Node Activation ICML 2022
A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix AISTATS 2021
Continual Learning in the Teacher-Student Setup: Impact of Task Similarity ICML 2021
Federated Continual Learning with Weighted Inter-client Transfer ICML 2021
Task similarity aware meta learning: theory-inspired improvement on MAML UAI 2021
Meta-Learning to Compositionally Generalize IJCNLP 2021
Meta-Learning to Compositionally Generalize ACL 2021
A Mathematical Framework for Quantifying Transferability in Multi-source Transfer Learning NIPS 2021
Exploring and Predicting Transferability across NLP Tasks EMNLP 2020
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks NIPS 2020
Geometric Dataset Distances via Optimal Transport NIPS 2020
Provable Guarantees for Gradient-Based Meta-Learning ICML 2019
A Principled Approach for Learning Task Similarity in Multitask Learning IJCAI 2019
Active Learning from Peers NIPS 2017
A Case Study on Meta-Generalising: A Gaussian Processes Approach JMLR 2012