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  • All (2879) +96
    • AI (592) +4
    • DevOps (157)
    • Software (1285) +85
    • IT (839) +7
    • Education (6)
  • Notice
  • All (2879) +96
  • AI (592) +4
  • DevOps (157)
  • Software (1285) +85
  • IT (839) +7
  • Education (6)
  • Notice
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  • 1 week ago · ai

    [Paper] SurgMLLMBench: A Multimodal Large Language Model Benchmark Dataset for Surgical Scene Understanding

    Recent advances in multimodal large language models (LLMs) have highlighted their potential for medical and surgical applications. However, existing surgical da...

    #research #paper #ai #machine-learning #computer-vision
  • 1 week ago · ai

    [Paper] Hybrid SIFT-SNN for Efficient Anomaly Detection of Traffic Flow-Control Infrastructure

    This paper presents the SIFT-SNN framework, a low-latency neuromorphic signal-processing pipeline for real-time detection of structural anomalies in transport i...

    #research #paper #ai #machine-learning #computer-vision
  • 1 week ago · ai

    [Paper] The More, the Merrier: Contrastive Fusion for Higher-Order Multimodal Alignment

    Learning joint representations across multiple modalities remains a central challenge in multimodal machine learning. Prevailing approaches predominantly operat...

    #research #paper #ai #machine-learning #computer-vision
  • 1 week ago · ai

    [Paper] TALES: A Taxonomy and Analysis of Cultural Representations in LLM-generated Stories

    Millions of users across the globe turn to AI chatbots for their creative needs, inviting widespread interest in understanding how such chatbots represent diver...

    #research #paper #ai #machine-learning #nlp
  • 1 week ago · ai

    [Paper] PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark

    Despite the state-of-the-art performance of Large Language Models (LLMs) achieved on many tasks, their massive scale often leads to high computational and envir...

    #research #paper #ai #nlp
  • 1 week ago · ai

    [Paper] Self-Guided Defense: Adaptive Safety Alignment for Reasoning Models via Synthesized Guidelines

    Reasoning models have demonstrated remarkable capabilities in complex reasoning tasks. However, ensuring their safety against adversarial jailbreak prompts rema...

    #research #paper #ai #machine-learning #nlp
  • 1 week ago · ai

    [Paper] Privacy in Federated Learning with Spiking Neural Networks

    Spiking neural networks (SNNs) have emerged as prominent candidates for embedded and edge AI. Their inherent low power consumption makes them far more efficient...

    #research #paper #ai #machine-learning
  • 1 week ago · ai

    [Paper] How to Correctly Report LLM-as-a-Judge Evaluations

    Large language models (LLMs) are increasingly used as evaluators in lieu of humans. While scalable, their judgments are noisy due to imperfect specificity and s...

    #research #paper #ai #machine-learning #nlp
  • 1 week ago · ai

    [Paper] MortgageLLM: Domain-Adaptive Pretraining with Residual Instruction Transfer, Alignment Tuning, and Task-Specific Routing

    Large Language Models (LLMs) demonstrate exceptional capabilities across general domains, yet their application to specialized sectors such as mortgage finance ...

    #research #paper #ai #machine-learning #nlp
  • 1 week ago · ai

    [Paper] Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models

    Large language models must satisfy hard orthographic constraints during controlled text generation, yet systematic cross-architecture evaluation remains limited...

    #research #paper #ai #nlp
  • 1 week ago · ai

    [Paper] Zipf Distributions from Two-Stage Symbolic Processes: Stability Under Stochastic Lexical Filtering

    Zipf's law in language lacks a definitive origin, debated across fields. This study explains Zipf-like behavior using geometric mechanisms without linguistic el...

    #research #paper #ai #nlp
  • 1 week ago · ai

    [Paper] Semantic Anchors in In-Context Learning: Why Small LLMs Cannot Flip Their Labels

    Can in-context learning (ICL) override pre-trained label semantics, or does it merely refine an existing semantic backbone? We address this question by treating...

    #research #paper #ai #machine-learning #nlp

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