{"total":122,"rows":[{"id":"2402.02705","title":"Representation Surgery for Multi-Task Model Merging","created":"2024-02-05","cited_by_count":96,"area":null},{"id":"2205.11961","title":"ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts","created":"2022-05-24","cited_by_count":85,"area":null},{"id":"2302.03202","title":"Exploring the Benefits of Training Expert Language Models over Instruction Tuning","created":"2023-02-07","cited_by_count":80,"area":null},{"id":"2305.06360","title":"Exploring the Landscape of Machine Unlearning: A Comprehensive Survey and Taxonomy","created":"2023-05-10","cited_by_count":51,"area":"safety"},{"id":"2302.12449","title":"SGL-PT: A Strong Graph Learner with Graph Prompt Tuning","created":"2023-02-24","cited_by_count":35,"area":null},{"id":"2304.10668","title":"Train Your Own GNN Teacher: Graph-Aware Distillation on Textual Graphs","created":"2023-04-20","cited_by_count":29,"area":null},{"id":"2205.09797","title":"Improving Multi-Task Generalization via Regularizing Spurious Correlation","created":"2022-05-19","cited_by_count":28,"area":null},{"id":"2301.12618","title":"ForkMerge: Mitigating Negative Transfer in Auxiliary-Task Learning","created":"2023-01-30","cited_by_count":28,"area":null},{"id":"2304.14535","title":"Deep Transfer Learning for Automatic Speech Recognition: Towards Better Generalization","created":"2023-04-27","cited_by_count":28,"area":null},{"id":"2308.01265","title":"Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives","created":"2023-07-18","cited_by_count":24,"area":null},{"id":"2505.06977","title":"CAT Merging: A Training-Free Approach for Resolving Conflicts in Model Merging","created":"2025-05-11","cited_by_count":23,"area":null},{"id":"2501.11253","title":"How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?","created":"2025-01-20","cited_by_count":19,"area":null},{"id":"2402.08907","title":"Subgraph Pooling: Tackling Negative Transfer on Graphs","created":"2024-02-14","cited_by_count":17,"area":null},{"id":"2205.12755","title":"An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems","created":"2022-05-25","cited_by_count":16,"area":null},{"id":"2207.05510","title":"Transferability-Guided Cross-Domain Cross-Task Transfer Learning","created":"2022-07-12","cited_by_count":14,"area":null},{"id":"2307.08122","title":"Tangent Transformers for Composition, Privacy and Removal","created":"2023-07-16","cited_by_count":13,"area":null},{"id":"2501.15065","title":"Task Arithmetic in Trust Region: A Training-Free Model Merging Approach to Navigate Knowledge Conflicts","created":"2025-01-25","cited_by_count":13,"area":null},{"id":"2205.10937","title":"muNet: Evolving Pretrained Deep Neural Networks into Scalable Auto-tuning Multitask Systems","created":"2022-05-22","cited_by_count":12,"area":null},{"id":"2410.14389","title":"SurgeryV2: Bridging the Gap Between Model Merging and Multi-Task Learning with Deep Representation Surgery","created":"2024-10-18","cited_by_count":12,"area":null},{"id":"2407.05910","title":"Enhancing Vision-Language Models with Scene Graphs for Traffic Accident Understanding","created":"2024-07-08","cited_by_count":10,"area":null},{"id":"2209.07326","title":"A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems","created":"2022-09-15","cited_by_count":9,"area":null},{"id":"2307.02100","title":"MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets","created":"2023-07-05","cited_by_count":9,"area":null},{"id":"2405.00749","title":"More is Better: Deep Domain Adaptation with Multiple Sources","created":"2024-05-01","cited_by_count":9,"area":null},{"id":"2410.08249","title":"Federated Graph Learning for Cross-Domain Recommendation","created":"2024-10-10","cited_by_count":9,"area":null},{"id":"2603.09298","title":"CORAL: Scalable Multi-Task Robot Learning via LoRA Experts","created":"2026-03-10","cited_by_count":9,"area":"vla"},{"id":"2303.00986","title":"Pay Less But Get More: A Dual-Attention-based Channel Estimation Network for Massive MIMO Systems with Low-Density Pilots","created":"2023-03-02","cited_by_count":8,"area":null},{"id":"2303.02741","title":"IDA: Informed Domain Adaptive Semantic Segmentation","created":"2023-03-05","cited_by_count":8,"area":null},{"id":"2401.15275","title":"Dynamic Transformer Architecture for Continual Learning of Multimodal Tasks","created":"2024-01-27","cited_by_count":8,"area":null},{"id":"2307.11096","title":"Towards the Better Ranking Consistency: A Multi-task Learning Framework for Early Stage Ads Ranking","created":"2023-07-12","cited_by_count":7,"area":null},{"id":"2404.11269","title":"DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series","created":"2024-04-17","cited_by_count":7,"area":null},{"id":"2502.09203","title":"Revisiting Euclidean Alignment for Transfer Learning in EEG-Based Brain-Computer Interfaces","created":"2025-02-13","cited_by_count":7,"area":null},{"id":"2111.12146","title":"Sharing to learn and learning to share; Fitting together Meta-Learning, Multi-Task Learning, and Transfer Learning: A meta review","created":"2021-11-23","cited_by_count":6,"area":null},{"id":"2410.14468","title":"Knowledge Transfer from Simple to Complex: A Safe and Efficient Reinforcement Learning Framework for Autonomous Driving Decision-Making","created":"2024-10-18","cited_by_count":6,"area":"driving"},{"id":"2201.06759","title":"Knowledge Sharing via Domain Adaptation in Customs Fraud Detection","created":"2022-01-18","cited_by_count":5,"area":null},{"id":"2503.06921","title":"Task Vector Quantization for Memory-Efficient Model Merging","created":"2025-03-10","cited_by_count":5,"area":null},{"id":"2506.14436","title":"MoORE: SVD-based Model MoE-ization for Conflict- and Oblivion-Resistant Multi-Task Adaptation","created":"2025-06-17","cited_by_count":5,"area":"moe"},{"id":"2308.11247","title":"Benchmarking Domain Adaptation for Chemical Processes on the Tennessee Eastman Process","created":"2023-08-22","cited_by_count":4,"area":null},{"id":"2401.13081","title":"Free Form Medical Visual Question Answering in Radiology","created":"2024-01-23","cited_by_count":4,"area":null},{"id":"2403.05066","title":"Reset & Distill: A Recipe for Overcoming Negative Transfer in Continual Reinforcement Learning","created":"2024-03-08","cited_by_count":4,"area":"deeprl"},{"id":"2408.16189","title":"Help Me Help You: The Aggregate Value of Source and Target Data in Transfer Learning","created":"2024-08-29","cited_by_count":4,"area":null},{"id":"2503.01885","title":"Learning Policy Committees for Effective Personalization in MDPs with Diverse Tasks","created":"2025-02-26","cited_by_count":4,"area":null},{"id":"2505.08585","title":"A Large-scale Benchmark on Geological Fault Delineation Models: Domain Shift, Training Dynamics, Generalizability, Evaluation and Inferential Behavior","created":"2025-05-13","cited_by_count":4,"area":null},{"id":"2505.22444","title":"On Geometry-Enhanced Parameter-Efficient Fine-Tuning for 3D Scene Segmentation","created":"2025-05-28","cited_by_count":4,"area":null},{"id":"2210.07983","title":"Improving Transfer Learning with a Dual Image and Video Transformer for Multi-label Movie Trailer Genre Classification","created":"2022-10-14","cited_by_count":3,"area":null},{"id":"2312.13484","title":"Bayesian Transfer Learning","created":"2023-12-20","cited_by_count":3,"area":null},{"id":"2410.16398","title":"Federated Communication-Efficient Multi-Objective Optimization","created":"2024-10-21","cited_by_count":3,"area":null},{"id":"2412.01171","title":"Cross-Task Inconsistency Based Active Learning (CTIAL) for Emotion Recognition","created":"2024-12-02","cited_by_count":3,"area":null},{"id":"2507.13846","title":"Causal Knowledge Transfer for Multi-Agent Reinforcement Learning in Dynamic Environments","created":"2025-07-18","cited_by_count":3,"area":null},{"id":"2209.14745","title":"A Multiagent Framework for the Asynchronous and Collaborative Extension of Multitask ML Systems","created":"2022-09-29","cited_by_count":2,"area":null},{"id":"2309.10910","title":"Amplifying Pathological Detection in EEG Signaling Pathways through Cross-Dataset Transfer Learning","created":"2023-09-19","cited_by_count":2,"area":null},{"id":"2404.03764","title":"Covariate-Elaborated Robust Partial Information Transfer with Conditional Spike-and-Slab Prior","created":"2024-03-30","cited_by_count":2,"area":null},{"id":"2412.08763","title":"Beyond Knowledge Silos: Task Fingerprinting for Democratization of Medical Imaging AI","created":"2024-12-11","cited_by_count":2,"area":null},{"id":"2506.05484","title":"Initial Model Incorporation for Deep Learning FWI: Pretraining or Denormalization?","created":"2025-06-05","cited_by_count":2,"area":null},{"id":"2507.21049","title":"Rep-MTL: Unleashing the Power of Representation-level Task Saliency for Multi-Task Learning","created":"2025-07-28","cited_by_count":2,"area":null},{"id":"2302.02721","title":"Multipath agents for modular multitask ML systems","created":"2023-02-06","cited_by_count":1,"area":null},{"id":"2309.08776","title":"Projected Task-Specific Layers for Multi-Task Reinforcement Learning","created":"2023-09-15","cited_by_count":1,"area":null},{"id":"2310.08803","title":"Advancing Perception in Artificial Intelligence through Principles of Cognitive Science","created":"2023-10-13","cited_by_count":1,"area":null},{"id":"2311.04818","title":"Cross-Silo Federated Learning Across Divergent Domains with Iterative Parameter Alignment","created":"2023-11-08","cited_by_count":1,"area":null},{"id":"2311.12666","title":"SSVEP-DAN: A Data Alignment Network for SSVEP-based Brain Computer Interfaces","created":"2023-11-21","cited_by_count":1,"area":null},{"id":"2404.17553","title":"Federated Transfer Component Analysis Towards Effective VNF Profiling","created":"2024-04-26","cited_by_count":1,"area":null},{"id":"2407.06566","title":"Robust and Explainable Framework to Address Data Scarcity in Diagnostic Imaging","created":"2024-07-09","cited_by_count":1,"area":null},{"id":"2410.15589","title":"SSMT: Few-Shot Traffic Forecasting with Single Source Meta-Transfer","created":"2024-10-21","cited_by_count":1,"area":null},{"id":"2412.03212","title":"Semi-Supervised Transfer Boosting (SS-TrBoosting)","created":"2024-12-04","cited_by_count":1,"area":null},{"id":"2501.14120","title":"On the Transfer of Knowledge in Quantum Algorithms","created":"2025-01-23","cited_by_count":1,"area":null},{"id":"2502.02340","title":"Transfer Risk Map: Mitigating Pixel-level Negative Transfer in Medical Segmentation","created":"2025-02-04","cited_by_count":1,"area":null},{"id":"2503.18528","title":"k-NN as a Simple and Effective Estimator of Transferability","created":"2025-03-24","cited_by_count":1,"area":null},{"id":"2505.11771","title":"Residual Feature Integration is Sufficient to Prevent Negative Transfer","created":"2025-05-17","cited_by_count":1,"area":null},{"id":"2505.21438","title":"Measuring Fine-Grained Relatedness in Multitask Learning via Data Attribution","created":"2025-05-27","cited_by_count":1,"area":null},{"id":"2505.23496","title":"Epistemic Errors of Imperfect Multitask Learners When Distributions Shift","created":"2025-05-29","cited_by_count":1,"area":null},{"id":"2511.19561","title":"Merging without Forgetting: Continual Fusion of Task-Specific Models via Optimal Transport","created":"2025-11-24","cited_by_count":1,"area":null},{"id":"2512.20420","title":"Simplifying Multi-Task Architectures Through Task-Specific Normalization","created":"2025-12-23","cited_by_count":1,"area":null},{"id":"2512.24866","title":"Characterization of Transfer Using Multi-task Learning Curves","created":"2025-12-31","cited_by_count":1,"area":null},{"id":"2601.10779","title":"Unified Optimization of Source Weights and Transfer Quantities in Multi-Source Transfer Learning: An Asymptotic Framework","created":"2026-01-15","cited_by_count":1,"area":null},{"id":"2602.02358","title":"Transfer Learning Through Conditional Quantile Matching","created":"2026-02-02","cited_by_count":1,"area":null},{"id":"2603.17558","title":"Zipper-LoRA: Dynamic Parameter Decoupling for Speech-LLM based Multilingual Speech Recognition","created":"2026-03-18","cited_by_count":1,"area":null},{"id":"2604.09863","title":"PAS: Estimating the target accuracy before domain adaptation","created":"2026-04-10","cited_by_count":1,"area":null},{"id":"2203.14093","title":"MQDD: Pre-training of Multimodal Question Duplicity Detection for Software Engineering Domain","created":"2022-03-26","cited_by_count":0,"area":null},{"id":"2210.01091","title":"The (In)Effectiveness of Intermediate Task Training For Domain Adaptation and Cross-Lingual Transfer Learning","created":"2022-10-03","cited_by_count":0,"area":null},{"id":"2303.01003","title":"Target Domain Data induces Negative Transfer in Mixed Domain Training with Disjoint Classes","created":"2023-03-02","cited_by_count":0,"area":null},{"id":"2307.03506","title":"Derivative Free Weight-space Ensembling","created":"2023-07-07","cited_by_count":0,"area":null},{"id":"2310.13674","title":"Using Human-like Mechanism to Weaken Effect of Pre-training Weight Bias in Face-Recognition Convolutional Neural Network","created":"2023-10-20","cited_by_count":0,"area":null},{"id":"2405.17493","title":"Overcoming Negative Transfer by Online Selection: Distant Domain Adaptation for Fault Diagnosis","created":"2024-05-25","cited_by_count":0,"area":null},{"id":"2407.05592","title":"Transfer or Self-Supervised? Bridging the Performance Gap in Medical Imaging","created":"2024-07-08","cited_by_count":0,"area":null},{"id":"2408.01827","title":"ST-SACLF: Style Transfer Informed Self-Attention Classifier for Bias-Aware Painting Classification","created":"2024-08-03","cited_by_count":0,"area":null},{"id":"2410.22392","title":"Breast Cancer Histopathology Classification using CBAM-EfficientNetV2 with Transfer Learning","created":"2024-10-29","cited_by_count":0,"area":null},{"id":"2503.15928","title":"Sample-Efficient Bayesian Transfer Learning for Online Machine Parameter Optimization","created":"2025-03-20","cited_by_count":0,"area":null},{"id":"2504.15691","title":"Transfer Learning for High-dimensional Reduced Rank Time Series Models","created":"2025-04-22","cited_by_count":0,"area":null},{"id":"2506.22726","title":"XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge","created":"2025-06-28","cited_by_count":0,"area":null},{"id":"2507.23768","title":"Formal Bayesian Transfer Learning via the Total Risk Prior","created":"2025-07-31","cited_by_count":0,"area":null},{"id":"2509.15593","title":"SETrLUSI: Stochastic Ensemble Multi-Source Transfer Learning Using Statistical Invariant","created":"2025-09-19","cited_by_count":0,"area":null},{"id":"2510.16986","title":"When to Transfer: Adaptive Source Selection for Positive Transfer in Linear Models","created":"2025-10-19","cited_by_count":0,"area":null},{"id":"2510.19168","title":"Transfer Learning Beyond the Standard Model","created":"2025-10-22","cited_by_count":0,"area":null},{"id":"2510.26541","title":"A Three-Stage Bayesian Transfer Learning Framework to Improve Predictions in Data-Scarce Domains","created":"2025-10-30","cited_by_count":0,"area":null},{"id":"2511.21007","title":"MetaRank: Task-Aware Metric Selection for Model Transferability Estimation","created":"2025-11-26","cited_by_count":0,"area":null},{"id":"2512.05139","title":"Spatiotemporal Satellite Image Downscaling with Transfer Encoders and Autoregressive Generative Models","created":"2025-12-01","cited_by_count":0,"area":"diffusion"},{"id":"2512.08989","title":"Enhancing Knowledge Transfer in Hyperspectral Image Classification via Cross-scene Knowledge Integration","created":"2025-12-08","cited_by_count":0,"area":null},{"id":"2512.08990","title":"Agreement Disagreement Guided Knowledge Transfer for Cross-Scene Hyperspectral Imaging","created":"2025-12-08","cited_by_count":0,"area":null},{"id":"2512.10258","title":"R^2-HGP: A Double-Regularized Gaussian Process for Heterogeneous Transfer Learning","created":"2025-12-11","cited_by_count":0,"area":null},{"id":"2512.22740","title":"Multi-Task Learning for Metal Alloy Property Prediction: An Empirical Study of Negative Transfer and Mitigation Strategies","created":"2025-12-28","cited_by_count":0,"area":null},{"id":"2512.24708","title":"BandiK: Efficient Multi-Task Decomposition Using a Multi-Bandit Framework","created":"2025-12-31","cited_by_count":0,"area":null}],"next_cursor":"100"}