Methods › General › Loss Functions › Early exiting

Early exiting using confidence measures

Early exiting

66 papers tagged archive 2025-07-28

Introduced by Surat Teerapittayanon et al. in BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

30 shown of 66, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Early Stopping Tabular In-Context Learning
  26 Jun 2025 · 0 repositories · arXiv:2506.21387
• Languages in Multilingual Speech Foundation Models Align Both Phonetically and Semantically
  26 May 2025 · 0 repositories · arXiv:2505.19606
• System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts
  25 May 2025 · 0 repositories · arXiv:2505.18962
• Performance Control in Early Exiting to Deploy Large Models at the Same Cost of Smaller Ones
  26 Dec 2024 · 0 repositories · arXiv:2412.19325
• COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism
  17 Dec 2024 · 1 repository · arXiv:2412.13236
• A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs
  4 Dec 2024 · 1 repository · arXiv:2412.03324
  Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
• Energy-Aware Dynamic Neural Inference
  4 Nov 2024 · 0 repositories · arXiv:2411.02471
• BERTer: The Efficient One
  19 Jul 2024 · 0 repositories · arXiv:2407.14039
• Tracing Representation Progression: Analyzing and Enhancing Layer-Wise Similarity
  20 Jun 2024 · 0 repositories · arXiv:2406.14479
• Predicting Probabilities of Error to Combine Quantization and Early Exiting: QuEE
  20 Jun 2024 · 0 repositories · arXiv:2406.14404
• RAEE: A Robust Retrieval-Augmented Early Exiting Framework for Efficient Inference
  24 May 2024 · 0 repositories · arXiv:2405.15198
• A Comprehensive Survey of Accelerated Generation Techniques in Large Language Models
  15 May 2024 · 1 repository · arXiv:2405.13019
• Computational Efficient Width-Wise Early Exiting in Wireless Communication Systems
  6 May 2024 · 0 repositories · arXiv:2405.03222
• Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting
  29 Apr 2024 · 1 repository · arXiv:2404.18911
  Syntology ran 4 of 6 samples · 2 unverified · 6 pointer-only (licence)
• LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding
  25 Apr 2024 · 1 repository · arXiv:2404.16710
  Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
• Efficient Transformer Encoders for Mask2Former-style models
  23 Apr 2024 · 1 repository · arXiv:2404.15244
• Tiny Models are the Computational Saver for Large Models
  26 Mar 2024 · 1 repository · arXiv:2403.17726
• Understanding the Training Speedup from Sampling with Approximate Losses
  10 Feb 2024 · 0 repositories · arXiv:2402.07052
• EERO: Early Exit with Reject Option for Efficient Classification with limited budget
  6 Feb 2024 · 0 repositories · arXiv:2402.03779
• DE³-BERT: Distance-Enhanced Early Exiting for BERT based on Prototypical Networks
  3 Feb 2024 · 0 repositories · arXiv:2402.05948
• ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference
  19 Dec 2023 · 1 repository · arXiv:2312.11882
• EE-LLM: Large-Scale Training and Inference of Early-Exit Large Language Models with 3D Parallelism
  8 Dec 2023 · 1 repository · arXiv:2312.04916
  Syntology ran 3 of 5 samples · 2 unverified · 5 pointer-only (licence)
• Adaptive Early Exiting for Collaborative Inference over Noisy Wireless Channels
  29 Nov 2023 · 0 repositories · arXiv:2311.18098
• Accelerating LLaMA Inference by Enabling Intermediate Layer Decoding via Instruction Tuning with LITE
  28 Oct 2023 · 0 repositories · arXiv:2310.18581
• AdaDiff: Accelerating Diffusion Models through Step-Wise Adaptive Computation
  29 Sep 2023 · 0 repositories · arXiv:2309.17074
• Dynamic Early Exiting Predictive Coding Neural Networks
  5 Sep 2023 · 0 repositories · arXiv:2309.02022
• Using Early Exits for Fast Inference in Automatic Modulation Classification
  22 Aug 2023 · 0 repositories · arXiv:2308.11100
• LGViT: Dynamic Early Exiting for Accelerating Vision Transformer
  1 Aug 2023 · 1 repository · arXiv:2308.00255
• SkipDecode: Autoregressive Skip Decoding with Batching and Caching for Efficient LLM Inference
  5 Jul 2023 · 0 repositories · arXiv:2307.02628
• CSI-Based Efficient Self-Quarantine Monitoring System Using Branchy Convolution Neural Network
  24 May 2023 · 0 repositories · arXiv:2306.01756

Tasks archive 2025-07-28

20 shown of 86 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

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