Vol. 2 No. 2 (2026): International Journal of Machine Learning and Engineering

Articles

• Culture-Adaptive Contrastive Pretraining for Low-Label Singing Emotion Recognition

  Jun-Young Jo (Author)

  91-101

  • PDF

• Reliability-Aware Slot Selection for Dialogue State Tracking in Noisy Multi-Turn Conversations

  Juan Castillo López, Valentina López (Author)

  27-40

  • PDF

• Context-Aware Handover Thresholds for 5G Vehicle-to-Vehicle Networks Under Harsh Weather Conditions

  Sharon Lam (Author)

  178-189

  • pdf

• Source-grounded Fault Memory for Retrieval-augmented Diagnosis Agents

  Alice Ross (Author)

  102-113

  • pdf

• Parameter-Efficient Domain Adaptation for Specialized Language and Speech Decision Support under Resource Constraints

  Malin Karlsson (Author)

  41-54

  • PDF

• Multi-timescale Traffic Forecasting for Proactive Layer-7 Service Placement Decisions

  Ping Tian (Author)

  190-202

  • pdf

• Uncertainty-Gated Large-Small Model Collaboration for Grounded Multimodal Scene Understanding under Ambiguity

  Eric Tam, Lok-Yin Wong (Author)

  114-129

  • pdf

• Refusal-Aware Instruction Tuning through Gradient-Guided Optimization and Knowledge-Flow Calibration for Hallucination Mitigation under Uncertain Knowledge Boundaries and Conflicting Evidence in Large Language Models

  Daphne Fu (Author)

  55-67

  • PDF

• Cross-Source Error Triage from Logs and Memory Dump Signatures: A Unified Diagnostic Framework

  Sonia So (Author)

  130-143

  • pdf

• Span-Graph Decoding for Grounded Entity Linking in Noisy Image-Text Posts

  Astrid Eriksson, Sara E. Johansson (Author)

  68-78

  • PDF

• Interpretable Surrogate Constraints for Physics-Informed Networks with Partially Observed Dynamics and Parameters

  Clara Hoffmann, Franziska Zimmermann, Benjamin M. Roth (Author)

  144-165

  • pdf

• Hyperbolic Diffusion Models for Hierarchical Network Generation with Controllable Assortativity

  Dylan Brooks (Author)

  79-90

  • PDF

• Low-Rank Quantization and Activation Compression for Resource-Constrained Large Language Model Inference

  Claire K. Turner (Author)

  14-26

  • PDF

• Robust Feature Correspondence Through Locality-Preserving Global Consistency Optimization Under Occlusion

  Aiden J. Wright, Olivia Roberts (Author)

  166-177

  • pdf