conftrace_

dynamic computation

16 papers

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Co-occurring keywords

model compression (3302) efficient inference (233) efficient computing (781) model efficiency (206) large language model (13587) transformer optimization (24) layer skipping (19) inference efficiency (248) early exiting (26) inference acceleration (244)

Papers

Position-Aware Depth Decay Decoding (D3): Boosting Large Language Model Inference Efficiency ACL 2025
Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking ACL 2025
COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism AAAI 2025
DiffSkip: Differential Layer Skipping in Large Language Models ACL 2025
Mixture of Nested Experts: Adaptive Processing of Visual Tokens NIPS 2024
Leap-of-Thought: Accelerating Transformers via Dynamic Token Routing EMNLP 2023
Length-Adaptive Distillation: Customizing Small Language Model for Dynamic Token Pruning EMNLP 2023
You Need Multiple Exiting: Dynamic Early Exiting for Accelerating Unified Vision Language Model CVPR 2023
Adaptive Computation with Elastic Input Sequence ICML 2023
Multi-Dimensional Dynamic Model Compression for Efficient Image Super-Resolution WACV 2022
Compute Cost Amortized Transformer for Streaming ASR INTERSPEECH 2022
Faster Depth-Adaptive Transformers AAAI 2021
Not All Images are Worth 16x16 Words: Dynamic Transformers for Efficient Image Recognition NIPS 2021
Resolution Adaptive Networks for Efficient Inference CVPR 2020
LiteEval: A Coarse-to-Fine Framework for Resource Efficient Video Recognition NIPS 2019
Towards Dynamic Computation Graphs via Sparse Latent Structure EMNLP 2018