Methods › General › Loss Functions › Early exiting › Papers where code ran, page 1
Early exiting using confidence measures
Early exiting
Papers archive 2025-07-28
archive papers tagged: 66 · with a code link: 28 · where Syntology ran a sample: 9 (8 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (9 of 66 tagged: 8 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument)
Syntology We ran code from the paper's repository; we did not isolate this method inside it.
Page 1 of 1: papers 1 to 9 of the 9 tagged papers where Syntology ran at least one harvested sample (8 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs 4 Dec 2024 · 1 repository · arXiv:2412.03324Syntology official: harvested, nothing ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting 29 Apr 2024 · 1 repository · arXiv:2404.18911Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding 25 Apr 2024 · 1 repository · arXiv:2404.16710Syntology official (archive's flag): 4 ran · 4 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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EE-LLM: Large-Scale Training and Inference of Early-Exit Large Language Models with 3D Parallelism 8 Dec 2023 · 1 repository · arXiv:2312.04916Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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SmartBERT: A Promotion of Dynamic Early Exiting Mechanism for Accelerating BERT Inference 16 Mar 2023 · 0 repositories · arXiv:2303.09266Syntology 3 ran (of which 3 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (of 4 harvested samples)
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A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation 3 Mar 2022 · 1 repository · arXiv:2203.01670Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples)
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FrameExit: Conditional Early Exiting for Efficient Video Recognition 27 Apr 2021 · 1 repository · arXiv:2104.13400Syntology official (archive's flag): 6 ran · 6 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 4 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges 8 Mar 2021 · 19 repositories · arXiv:2103.04505Syntology 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference 27 Apr 2020 · 3 repositories · arXiv:2004.12993Syntology official (archive's flag): 1 ran · 5 ran (of which 3 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 5 pointer-only (licence)