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Showing 1 to 3 of 3 for “"Test-Time Training"”.

  1. Inference-Time Learning Algorithms of Language Models

    … of ICL and develops better methods for test time adaptation of LMs on diverse benchmarks of language modeling and reasoning. I begin by evaluating the ICL capabilities of pre-trained LMs. I demonstrate that LMs can achieve strong compositional generalization when provided with few-shot …

    mit Repository record for Inference-Time Learning Algorithms of Language Models (opens in a new tab)

  2. Improving problem-solving capabilities of language model: data, architecture and algorithms

    … These range from constrained arenas, such as sentiment analysis, to expansive fields including coding and mathematical reasoning. Furthermore, LLMs display potential in complex scientific disciplines, encompassing Medicine, Biology, and Physics. The pressing demand for AI to expedite advancements …

    uiuc Repository record for Improving problem-solving capabilities of language model: data, architecture and algorithms (opens in a new tab)

  3. MITIGATING DATA SCARCITY CHALLENGES IN MEDICAL IMAGING ANALYSIS:ADVANCED LEARNING APPROACHES WITH EMPHASIS ON HEMOPHILIC ULTRASOUND IMAGES

    … (CAD) systems. However, the lack of labeled training data makes the effective utilization of DL techniques in the medical domain impractical, leading to suboptimal performance in various imaging tasks, such as classification, detection, and segmentation. This thesis investigates the …

    milano Repository record for MITIGATING DATA SCARCITY CHALLENGES IN MEDICAL IMAGING ANALYSIS:ADVANCED LEARNING APPROACHES WITH EMPHASIS ON HEMOPHILIC ULTRASOUND IMAGES (opens in a new tab)