Proxy-Based Approximation of Shapley and Banzhaf Interactions
arXiv:2605.22738v2 Announce Type: replace-cross Abstract: Shapley and Banzhaf interactions capture the complex dynamics inherent in modern machine learning applications. However,…
BOHM: Zero-Cost Hierarchical Attribution for Compound AI Systems
arXiv:2605.22866v1 Announce Type: new Abstract: Compound AI systems route tasks through hierarchies of specialised components. Attribution is dominated by Shapley-based…
LIFT and PLACE: A Simple, Stable, and Effective Knowledge Distillation Framework for Lightweight Diffusion Models
arXiv:2605.19729v2 Announce Type: replace-cross Abstract: We demonstrate that in knowledge distillation for diffusion models, the teacher network’s highly complex denoising…
Automated ICD Classification of Psychiatric Diagnoses: From Classical NLP to Large Language Models
arXiv:2605.21154v1 Announce Type: cross Abstract: Mental health has become a global priority, leading to a massive administrative burden in the…
Comparative Analysis of Military Detection Using Drone Imagery Across Multiple Visual Spectrums
arXiv:2605.21157v1 Announce Type: cross Abstract: In modern warfare, drones are becoming an essential part of intelligence gathering and carrying out…
PromptRad: Knowledge-Enhanced Multi-Label Prompt-Tuning for Low-Resource Radiology Report Labeling
arXiv:2605.20052v2 Announce Type: replace-cross Abstract: Automatic report labeling facilitates the identification of clinical findings from unstructured text and enables large-scale…
SOLAR: A Self-Optimizing Open-Ended Autonomous Agent for Lifelong Learning and Continual Adaptation
arXiv:2605.20189v1 Announce Type: new Abstract: Despite the remarkable success of large language models (LLMs), they still face bottlenecks while deploying…
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting
arXiv:2605.18810v1 Announce Type: cross Abstract: Speculative decoding accelerates LLM inference by having a small drafter propose tokens that a larger…