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Optimization

14207 directly classified papers

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Papers

Analyzing and Mitigating Inconsistency in Discrete Speech Tokens for Neural Codec Language Models ACL 2025
Tool learning via Inference-time Scaling and Cycle Verifier ACL 2025
HD-PiSSA: High-Rank Distributed Orthogonal Adaptation EMNLP 2025
MMDEND: Dendrite-Inspired Multi-Branch Multi-Compartment Parallel Spiking Neuron for Sequence Modeling ACL 2025
SpindleKV: A Novel KV Cache Reduction Method Balancing Both Shallow and Deep Layers ACL 2025
AdaRewriter: Unleashing the Power of Prompting-based Conversational Query Reformulation via Test-Time Adaptation EMNLP 2025
Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models ACL 2025
Embedding-Converter: A Unified Framework for Cross-Model Embedding Transformation ACL 2025
Pre-Training Curriculum for Multi-Token Prediction in Language Models ACL 2025
Balancing the Budget: Understanding Trade-offs Between Supervised and Preference-Based Finetuning ACL 2025
DeAL: Decoding-time Alignment for Large Language Models ACL 2025
Mixtures of In-Context Learners ACL 2025
Mirage: A Multi-Level Superoptimizer for Tensor Programs OSDI 2025
BlitzScale: Fast and Live Large Model Autoscaling with O(1) Host Caching OSDI 2025
Söze: One Network Telemetry Is All You Need for Per-flow Weighted Bandwidth Allocation at Scale OSDI 2025
Scaling Laws and Efficient Inference for Ternary Language Models ACL 2025
Low End-to-End Latency atop a Speculative Shared Log with Fix-Ante Ordering OSDI 2025
Kamino: Efficient VM Allocation at Scale with Latency-Driven Cache-Aware Scheduling OSDI 2025
KRR: Efficient and Scalable Kernel Record Replay OSDI 2025
JoPA: Explaining Large Language Model’s Generation via Joint Prompt Attribution ACL 2025
Boosting LLM’s Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning ACL 2025
An Empirical Study of Iterative Refinements for Non-autoregressive Translation ACL 2025
S2WTM: Spherical Sliced-Wasserstein Autoencoder for Topic Modeling ACL 2025
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs ACL 2025
MobiLoRA: Accelerating LoRA-based LLM Inference on Mobile Devices via Context-aware KV Cache Optimization ACL 2025