Efficient Large Language Models: A Survey | Paper Citation Record

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A Survey on the Memory Mechanism of Large Language Model based Agents cites this paper.

A Survey on the Memory Mechanism of Large Language Model based Agents Efficient Large Language Models: A Survey

Reference 27

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A Survey on Efficient Inference for Large Language Models cites this paper.

A Survey on Efficient Inference for Large Language Models Efficient Large Language Models: A Survey

Reference 23

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From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap cites this paper.

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap Efficient Large Language Models: A Survey

Reference 101

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Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree cites this paper.

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree Efficient Large Language Models: A Survey

Reference 37

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A Survey on Inference Optimization Techniques for Mixture of Experts Models cites this paper.

A Survey on Inference Optimization Techniques for Mixture of Experts Models Efficient Large Language Models: A Survey

Reference 183

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All-in-One Tuning and Structural Pruning for Domain-Specific LLMs cites this paper.

All-in-One Tuning and Structural Pruning for Domain-Specific LLMs Efficient Large Language Models: A Survey

Reference 44

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QUART-Online: Latency-Free Large Multimodal Language Model for Quadruped Robot Learning cites this paper.

QUART-Online: Latency-Free Large Multimodal Language Model for Quadruped Robot Learning Efficient Large Language Models: A Survey

Reference 23

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A Survey on Large Language Model Acceleration based on KV Cache Management cites this paper.

A Survey on Large Language Model Acceleration based on KV Cache Management Efficient Large Language Models: A Survey

Reference 45

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TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models cites this paper.

TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models Efficient Large Language Models: A Survey

Reference 17

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Pivoting Factorization: A Compact Meta Low-Rank Representation of Sparsity for Efficient Inference in Large Language Models cites this paper.

Pivoting Factorization: A Compact Meta Low-Rank Representation of Sparsity for Efficient Inference in Large Language Models Efficient Large Language Models: A Survey

Reference 37

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Learning Model Successors cites this paper.

Learning Model Successors Efficient Large Language Models: A Survey

Reference 168

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Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models cites this paper.

Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models Efficient Large Language Models: A Survey

Reference 49

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Unveiling Simplicities of Attention: Adaptive Long-Context Head Identification cites this paper.

Unveiling Simplicities of Attention: Adaptive Long-Context Head Identification Efficient Large Language Models: A Survey

Reference 2017

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Transitive Array: An Efficient GEMM Accelerator with Result Reuse cites this paper.

Transitive Array: An Efficient GEMM Accelerator with Result Reuse Efficient Large Language Models: A Survey

Reference 59

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Synthesize-on-Graph: Knowledgeable Synthetic Data Generation for Continue Pre-training of Large Language Models cites this paper.

Synthesize-on-Graph: Knowledgeable Synthetic Data Generation for Continue Pre-training of Large Language Models Efficient Large Language Models: A Survey

Reference 4

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EfficientLLM: Efficiency in Large Language Models cites this paper.

EfficientLLM: Efficiency in Large Language Models Efficient Large Language Models: A Survey

Reference 13

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DriveMoE: Mixture-of-Experts for Vision-Language-Action Model in End-to-End Autonomous Driving cites this paper.

DriveMoE: Mixture-of-Experts for Vision-Language-Action Model in End-to-End Autonomous Driving Efficient Large Language Models: A Survey

Reference 31

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ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models cites this paper.

ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models Efficient Large Language Models: A Survey

Reference 52

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SkipGPT: Dynamic Layer Pruning Reinvented with Token Awareness and Module Decoupling cites this paper.

SkipGPT: Dynamic Layer Pruning Reinvented with Token Awareness and Module Decoupling Efficient Large Language Models: A Survey

Reference 56

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Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs cites this paper.

Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs Efficient Large Language Models: A Survey

Reference 26

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NeurIPS 2025 E2LM Competition : Early Training Evaluation of Language Models cites this paper.

NeurIPS 2025 E2LM Competition : Early Training Evaluation of Language Models Efficient Large Language Models: A Survey

Reference 19

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Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search cites this paper.

Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search Efficient Large Language Models: A Survey

Reference 20

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Semantic Scheduling for LLM Inference cites this paper.

Semantic Scheduling for LLM Inference Efficient Large Language Models: A Survey

Reference 2019

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EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning cites this paper.

EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Efficient Large Language Models: A Survey

Reference 16

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TASE: Token Awareness and Structured Evaluation for Multilingual Language Models cites this paper.

TASE: Token Awareness and Structured Evaluation for Multilingual Language Models Efficient Large Language Models: A Survey

Reference 40

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Decoding Memories: An Efficient Pipeline for Self-Consistency Hallucination Detection cites this paper.

Decoding Memories: An Efficient Pipeline for Self-Consistency Hallucination Detection Efficient Large Language Models: A Survey

Reference 42

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DaMoC: Efficiently Selecting the Optimal Large Language Model for Fine-tuning Domain Tasks Based on Data and Model Compression cites this paper.

DaMoC: Efficiently Selecting the Optimal Large Language Model for Fine-tuning Domain Tasks Based on Data and Model Compression Efficient Large Language Models: A Survey

Reference 32

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MoPEQ: Mixture of Mixed Precision Quantized Experts cites this paper.

MoPEQ: Mixture of Mixed Precision Quantized Experts Efficient Large Language Models: A Survey

Reference 38

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NeuronMLP: Efficient LLM Inference via Singular Value Decomposition Compression and Tiling on AWS Trainium cites this paper.

NeuronMLP: Efficient LLM Inference via Singular Value Decomposition Compression and Tiling on AWS Trainium Efficient Large Language Models: A Survey

Reference 49

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Toward Efficient Agents: Memory, Tool learning, and Planning cites this paper.

Toward Efficient Agents: Memory, Tool learning, and Planning Efficient Large Language Models: A Survey

Reference 123

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On the Limits of Layer Pruning for Generative Reasoning in Large Language Models cites this paper.

On the Limits of Layer Pruning for Generative Reasoning in Large Language Models Efficient Large Language Models: A Survey

Reference 29

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Triplet Feature Fusion for Equipment Anomaly Prediction : An Open-Source Methodology Using Small Foundation Models cites this paper.

Triplet Feature Fusion for Equipment Anomaly Prediction : An Open-Source Methodology Using Small Foundation Models Efficient Large Language Models: A Survey

Reference 10

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CLIP-RD: Relative Distillation for Efficient CLIP Knowledge Distillation cites this paper.

CLIP-RD: Relative Distillation for Efficient CLIP Knowledge Distillation Efficient Large Language Models: A Survey

Reference 45

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Unified Deployment-Aware Evaluation of Open Reasoning Language Models cites this paper.

Unified Deployment-Aware Evaluation of Open Reasoning Language Models Efficient Large Language Models: A Survey

Reference 17

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Unified Deployment-Aware Evaluation of Open Reasoning Language Models cites this paper.

Unified Deployment-Aware Evaluation of Open Reasoning Language Models Efficient Large Language Models: A Survey

Reference 17

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Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda cites this paper.

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda Efficient Large Language Models: A Survey

Reference 96

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Compress Then Adapt? No, Do It Together via Task-aware Union of Subspaces cites this paper.

Compress Then Adapt? No, Do It Together via Task-aware Union of Subspaces Efficient Large Language Models: A Survey

Reference 45

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OSAQ: Outlier Self-Absorption for Accurate Low-bit LLM Quantization cites this paper.

OSAQ: Outlier Self-Absorption for Accurate Low-bit LLM Quantization Efficient Large Language Models: A Survey

Reference 16

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OSAQ: Outlier Self-Absorption for Accurate Low-bit LLM Quantization cites this paper.

OSAQ: Outlier Self-Absorption for Accurate Low-bit LLM Quantization Efficient Large Language Models: A Survey

Reference 16

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Continuous Latent Diffusion Language Model cites this paper.

Continuous Latent Diffusion Language Model Efficient Large Language Models: A Survey

Reference 96

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Observation 1f3178b3-5611-41c9-9c58-43cdd5293b41 · inbound

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents cites this paper.

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents Efficient Large Language Models: A Survey

Reference 15

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Observation 433bdf12-0e1b-4f04-b5f3-93caea3d0838 · inbound

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents cites this paper.

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents Efficient Large Language Models: A Survey

Reference 15

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Observation b641f171-32e8-480c-af79-a60632b11f34 · inbound

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents cites this paper.

OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents Efficient Large Language Models: A Survey

Reference 15

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When is Warmstarting Effective for Scaling Language Models? cites this paper.

When is Warmstarting Effective for Scaling Language Models? Efficient Large Language Models: A Survey

Reference 26

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From Text to Voice: A Reproducible and Verifiable Framework for Evaluating Tool Calling LLM Agents cites this paper.

From Text to Voice: A Reproducible and Verifiable Framework for Evaluating Tool Calling LLM Agents Efficient Large Language Models: A Survey

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:49:53.649954Z

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Observation b1b11fb2-fafe-485f-b572-1976f07f659b · inbound

Latent Action Reparameterization for Efficient Agent Inference cites this paper.

Latent Action Reparameterization for Efficient Agent Inference Efficient Large Language Models: A Survey

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:48:12.863156Z

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EmbGen: Teaching with Reassembled Corpora cites this paper.

EmbGen: Teaching with Reassembled Corpora Efficient Large Language Models: A Survey

Reference 29

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Observation cd89a295-a623-4263-a8e0-fa0fd2fc7cda · inbound

GEMQ: Global Expert-Level Mixed-Precision Quantization for MoE LLMs cites this paper.

GEMQ: Global Expert-Level Mixed-Precision Quantization for MoE LLMs Efficient Large Language Models: A Survey

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:36:39.850168Z

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Observation 5897d9cf-d54e-4d8d-82d6-ba32d7bd5766 · inbound

Evaluation of ML Resource Utilization Requires Model Life Cycle Assessment cites this paper.

Evaluation of ML Resource Utilization Requires Model Life Cycle Assessment Efficient Large Language Models: A Survey

Reference 103

Resolution: verified exact; arxiv_id, observed 2026-07-01T21:06:14.588198Z

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Observation bf4af32d-1f4e-4508-8baf-1ea91200213a · inbound

Dynamic Linear Attention cites this paper.

Dynamic Linear Attention Efficient Large Language Models: A Survey

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:27:39.795371Z

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Observation 8b7b1267-ff4b-4dbc-a978-b1bd9d5c8332 · inbound

Recency/Frequency Adaptive KV Caching for Large Language Model Serving cites this paper.

Recency/Frequency Adaptive KV Caching for Large Language Model Serving Efficient Large Language Models: A Survey

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-04T07:29:39.052734Z

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Observation 9901a9a7-6210-4689-863a-a02f9fad655a · inbound

Safe Autoregressive Image Generation with Iterative Self-Improving Codebooks cites this paper.

Safe Autoregressive Image Generation with Iterative Self-Improving Codebooks Efficient Large Language Models: A Survey

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-04T12:49:52.913147Z

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Observation 1f5c11cf-8d01-4d77-9088-2b6d03f17395 · inbound

BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding cites this paper.

BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding Efficient Large Language Models: A Survey

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:55:41.384304Z

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Observation 229976d7-c436-4347-81a0-fa0ab7f87b43 · inbound

What to Keep, What to Forget: A Rate--Distortion View of Memory Compaction in LLMs and Agents cites this paper.

What to Keep, What to Forget: A Rate--Distortion View of Memory Compaction in LLMs and Agents Efficient Large Language Models: A Survey

Reference 117

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Observation b70e6bcf-a08e-4646-8684-be985470a96c · inbound

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy cites this paper.

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy Efficient Large Language Models: A Survey

Reference 245

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Token Reduction Is Not Cost Reduction cites this paper.

Token Reduction Is Not Cost Reduction Efficient Large Language Models: A Survey

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Token Reduction Is Not Cost Reduction cites this paper.

Token Reduction Is Not Cost Reduction Efficient Large Language Models: A Survey

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CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process cites this paper.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Efficient Large Language Models: A Survey

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LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs cites this paper.

LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Efficient Large Language Models: A Survey

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