Well Begun, Half Done: Reinforcement Learning with Prefix Optimization for LLM Reasoning
arXiv:2512.15274v1 Announce Type: cross Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) significantly enhances the reasoning capability of Large Language Models…
Memo2496: Expert-Annotated Dataset and Dual-View Adaptive Framework for Music Emotion Recognition
arXiv:2512.13998v2 Announce Type: replace-cross Abstract: Music Emotion Recogniser (MER) research faces challenges due to limited high-quality annotated datasets and difficulties…
Nature’s News & Views roundup of 2025
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HydroGEM: A Self Supervised Zero Shot Hybrid TCN Transformer Foundation Model for Continental Scale Streamflow Quality Control
arXiv:2512.14106v1 Announce Type: new Abstract: Real-time streamflow monitoring networks generate millions of observations annually, yet maintaining data quality across thousands…
Sparse Multi-Modal Transformer with Masking for Alzheimer’s Disease Classification
arXiv:2512.14491v1 Announce Type: new Abstract: Transformer-based multi-modal intelligent systems often suffer from high computational and energy costs due to dense…
PortAgent: LLM-driven Vehicle Dispatching Agent for Port Terminals
arXiv:2512.14417v1 Announce Type: new Abstract: Vehicle Dispatching Systems (VDSs) are critical to the operational efficiency of Automated Container Terminals (ACTs).…
Scaling and Transferability of Annealing Strategies in Large Language Model Training
arXiv:2512.13705v1 Announce Type: cross Abstract: Learning rate scheduling is crucial for training large language models, yet understanding the optimal annealing…
