conftrace_

model merging

234 papers

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large language model (13587) transfer learning (5449) multi-task learning (2575) knowledge distillation (3725) model compression (3302) language model (4599) low-rank adaptation (560) parameter-efficient fine-tuning (736) domain adaptation (4595) task vector (25)

Papers

AIMMerging: Adaptive Iterative Model Merging Using Training Trajectories for Language Model Continual Learning EMNLP 2025
To See a World in a Spark of Neuron: Disentangling Multi-Task Interference for Training-Free Model Merging EMNLP 2025
RECALL: REpresentation-aligned Catastrophic-forgetting ALLeviation via Hierarchical Model Merging EMNLP 2025
Extracting and Combining Abilities For Building Multi-lingual Ability-enhanced Large Language Models EMNLP 2025
Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025
FuseChat: Knowledge Fusion of Chat Models EMNLP 2025
Personality Vector: Modulating Personality of Large Language Models by Model Merging EMNLP 2025
LaMDAgent: An Autonomous Framework for Post-Training Pipeline Optimization via LLM Agents EMNLP 2025
Split-Merge: Scalable and Memory-Efficient Merging of Expert LLMs EMNLP 2025
Personalized Language Models via Privacy-Preserving Evolutionary Model Merging EMNLP 2025
On-device System of Compositional Multi-tasking in Large Language Models EMNLP 2025
Temporal Information Retrieval via Time-Specifier Model Merging ACL 2025
Superficial Self-Improved Reasoners Benefit from Model Merging EMNLP 2025
Merger-as-a-Stealer: Stealing Targeted PII from Aligned LLMs with Model Merging EMNLP 2025
Unraveling LoRA Interference: Orthogonal Subspaces for Robust Model Merging ACL 2025
A Pipeline to Assess Merging Methods via Behavior and Internals EMNLP 2025
Can Large Language Models Invent Algorithms to Improve Themselves?: Algorithm Discovery for Recursive Self-Improvement through Reinforcement Learning NAACL 2025
FREE-Merging: Fourier Transform for Efficient Model Merging ICCV 2025
Harmonious Minds: Benchmarking Intertwined Reasoning of Human Personality and Musical Preference IJCNLP 2025
LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint ACL 2025
Better Together: Towards Localizing Fact-Related Hallucinations using Open Small Language Models IJCNLP 2025
Transformed Low-rank Adaptation via Tensor Decomposition and Its Applications to Text-to-image Models ICCV 2025
Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models ACL 2025
Breaking Language Barriers in Visual Language Models via Multilingual Textual Regularization IJCNLP 2025
MoSLD: An Extremely Parameter-Efficient Mixture-of-Shared LoRAs for Multi-Task Learning COLING 2025