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Optimization

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FIRE: Flexible Integration of Data Quality Ratings for Effective Pretraining EMNLP 2025
Modeling All Response Surfaces in One for Conditional Search Spaces AAAI 2025
Speculative Decoding for Multi-Sample Inference EMNLP 2025
Optimal subsampling for high-dimensional partially linear models via machine learning methods JMLR 2025
MOPO: Multi-Objective Prompt Optimization for Affective Text Generation COLING 2025
Decentralized Sparse Linear Regression via Gradient-Tracking JMLR 2025
Can We Afford The Perfect Prompt? Balancing Cost and Accuracy with the Economical Prompting Index COLING 2025
An Adaptive Parameter-free and Projection-free Restarting Level Set Method for Constrained Convex Optimization Under the Error Bound Condition JMLR 2025
FLRC: Fine-grained Low-Rank Compressor for Efficient LLM Inference EMNLP 2025
Efficient Beam Search for Large Language Models Using Trie-Based Decoding EMNLP 2025
Improved Sparse Upcycling for Instruction Tuning COLING 2025
Decentralized Asynchronous Optimization with DADAO allows Decoupling and Acceleration JMLR 2025
Controllable Memorization in LLMs via Weight Pruning EMNLP 2025
On Probabilistic Embeddings in Optimal Dimension Reduction JMLR 2025
(De)-regularized Maximum Mean Discrepancy Gradient Flow JMLR 2025
Efficient Methods for Non-stationary Online Learning JMLR 2025
IOPO: Empowering LLMs with Complex Instruction Following via Input-Output Preference Optimization ACL 2025
ToolCoder: A Systematic Code-Empowered Tool Learning Framework for Large Language Models ACL 2025
FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation ACL 2025
Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization ACL 2025
Algorithms for ridge estimation with convergence guarantees JMLR 2025
Logical forms complement probability in understanding language model (and human) performance ACL 2025
BinarySelect to Improve Accessibility of Black-Box Attack Research COLING 2025
SceneGenAgent: Precise Industrial Scene Generation with Coding Agent ACL 2025
LoRaDA: Low-Rank Direct Attention Adaptation for Efficient LLM Fine-tuning EMNLP 2025