conftrace_

task adaptation

90 papers

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Co-occurring keywords · papers mentioning both

few-shot learning (28) transfer learning (14) large language model (11) parameter-efficient fine-tuning (8) in-context learning (6) continual learning (6) model compression (6) meta learning (6) model-agnostic meta-learning (6) low-rank adaptation (5)

Papers

Adaptive-Learngene: Continual Expansion and Task-Aware Selection of Learngenes for Dynamic Environments AAAI 2026 Decoupling Generalization and Adaptation in Meta-Learning for Large Language Models ACL 2026 GIFT: Guided Fine-Tuning and Transfer for Enhancing Instruction-Tuned Language Models ACL 2026 Mind the Gap in Cultural Alignment: Task-Aware Culture Management for Large Language Models ACL 2026 Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs ACL 2026 TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction AAAI 2026 Adaptation of Large Language Models NAACL 2025 AdaptFlow: Adaptive Workflow Optimization via Meta-Learning EMNLP 2025 Adaptive LoRA Merge with Parameter Pruning for Low-Resource Generation ACL 2025 Beyond Demonstrations: Dynamic Vector Construction from Latent Representations EMNLP 2025 Convolutional LoRA Aggregation for Unseen Tasks Adaptation EMNLP 2025 Data-scarce Behavior Editing of Language Models EMNLP 2025 DRAE: Dynamic Retrieval-Augmented Expert Networks for Lifelong Learning and Task Adaptation in Robotics ACL 2025 Large (Vision) Language Models are Unsupervised In-Context Learners ICLR 2025 Propulsion: Steering LLM with Tiny Fine-Tuning COLING 2025 RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks ICLR 2025 STAND-Guard: A Small Task-Adaptive Content Moderation Model COLING 2025 Sweeping Heterogeneity with Smart MoPs: Mixture of Prompts for LLM Task Adaptation AAAI 2025 TADFormer: Task-Adaptive Dynamic TransFormer for Efficient Multi-Task Learning CVPR 2025 Task-driven Layerwise Additive Activation Intervention NAACL 2025 The Geometry of Prompting: Unveiling Distinct Mechanisms of Task Adaptation in Language Models NAACL 2025 Transformer-Squared: Self-adaptive LLMs ICLR 2025 Adapting LLM Predictions in In-Context Learning with Data Priors EMNLP 2024 Any-Way Meta Learning AAAI 2024 Challenging Large Language Models with New Tasks: A Study on their Adaptability and Robustness ACL 2024