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Optimization

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DCC: Differentiable Cardinality Constraints for Partial Index Tracking AAAI 2025
Optimal Control Operator Perspective and a Neural Adaptive Spectral Method AAAI 2025
Decomposed Spatio-Temporal Mamba for Long-Term Traffic Prediction AAAI 2025
Search Strategy Generation for Branch and Bound Using Genetic Programming AAAI 2025
Architecture-Aware Learning Curve Extrapolation via Graph Ordinary Differential Equation AAAI 2025
Discrete Curvature Graph Information Bottleneck AAAI 2025
Neural Conjugate Flows: A Physics-Informed Architecture with Flow Structure AAAI 2025
AdaGK-SGD: Adaptive Global Knowledge Guided Distributed Stochastic Gradient Descent AAAI 2025
Learning Regularization for Graph Inverse Problems AAAI 2025
Optimization before Evaluation: Evaluation with Unoptimized Prompts Can be Misleading ACL 2025
On the Hardness of Training Deep Neural Networks Discretely AAAI 2025
CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation ACL 2025
Refuse Whenever You Feel Unsafe: Improving Safety in LLMs via Decoupled Refusal Training ACL 2025
Uncertainty-Aware Iterative Preference Optimization for Enhanced LLM Reasoning ACL 2025
Enhanced Importance Sampling Through Latent Space Exploration in Normalizing Flows AAAI 2025
RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations IJCAI 2025
Bypass Back-propagation: Optimization-based Structural Pruning for Large Language Models via Policy Gradient ACL 2025
Conditional Multi-Stage Failure Recovery for Embodied Agents ACL 2025
DAC: A Dynamic Attention-aware Approach for Task-Agnostic Prompt Compression ACL 2025
Inference Compute-Optimal Video Vision Language Models ACL 2025
Direct Prompt Optimization with Continuous Representations ACL 2025
Taming LLMs with Gradient Grouping ACL 2025
RAISE: Reinforced Adaptive Instruction Selection For Large Language Models EMNLP 2025
Speculative Decoding for Multi-Sample Inference EMNLP 2025
MPPO: Multi Pair-wise Preference Optimization for LLMs with Arbitrary Negative Samples COLING 2025