Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers | Paper Citation Record

Observation 52d1524e-802d-4e52-a694-89ef3fd1077f · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5c4ab33-630f-4731-b533-a7a5ba1d735b · outbound

This paper cites Advances in neural information processing systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in neural information processing systems , volume=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 551606ef-9921-41a7-91d5-abb37e393e49 · outbound

This paper cites Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85f14ac5-1c0a-4310-a2d5-6e8476e46a73 · outbound

This paper cites arXiv preprint arXiv:2507.15897 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2507.15897 , year=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b78a112-9207-4b31-a4aa-9b2e84e748e0 · outbound

This paper cites Progressive Distillation for Fast Sampling of Diffusion Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Progressive Distillation for Fast Sampling of Diffusion Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54494c9d-9c89-4970-8ecb-d3a71784879a · outbound

This paper cites International Conference on Machine Learning , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers International Conference on Machine Learning , pages=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4477dd2d-36bf-43d0-ad82-c560c7c6a31e · outbound

This paper cites arXiv preprint arXiv:2509.24526 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2509.24526 , year=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2eeb3ce-f270-4ee4-b65a-6731d0dc3609 · outbound

This paper cites arXiv preprint arXiv:2511.23342 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2511.23342 , year=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abed0e95-fadd-4fb2-9b14-807fdd998807 · outbound

This paper cites Mean Flows for One-step Generative Modeling.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Mean Flows for One-step Generative Modeling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b39a425-4f0b-4358-a237-b4e2fbf7be7f · outbound

This paper cites Flow map matching with stochastic interpolants: A mathematical framework for consistency models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Flow map matching with stochastic interpolants: A mathematical framework for consistency models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d01213aa-e802-4959-b182-b912e0ae6d82 · outbound

This paper cites Mercury: Ultra-Fast Language Models Based on Diffusion.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Mercury: Ultra-Fast Language Models Based on Diffusion

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20b726de-a635-4c9b-b3e8-7a1baa9feffe · outbound

This paper cites Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99c0f24d-421f-475e-a0c9-1331e60399f3 · outbound

This paper cites Large Language Diffusion Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Large Language Diffusion Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc203fb6-5e50-4cd3-96d8-3a19794f51ba · outbound

This paper cites arXiv preprint arXiv:2509.26488 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2509.26488 , year=

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93ebe841-75ab-4681-b6e2-e8e12d7b3456 · outbound

This paper cites Tackling the Generative Learning Trilemma with Denoising Diffusion GANs.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Tackling the Generative Learning Trilemma with Denoising Diffusion GANs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eedad5a1-7296-4051-bcfd-912f5f887fba · outbound

This paper cites arXiv preprint arXiv:2510.06303 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2510.06303 , year=

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 053c7971-7d1e-4ebe-afa4-09cb187848cc · outbound

This paper cites Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbe93430-dbbf-4632-86ac-bffbc59e8655 · outbound

This paper cites Improved Techniques for Training Consistency Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Improved Techniques for Training Consistency Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c6bdeff-f391-4feb-a16e-5c0487b1ee1b · outbound

This paper cites Beyond Autoregression: Fast LLMs via Self-Distillation Through Time.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Beyond Autoregression: Fast LLMs via Self-Distillation Through Time

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcf309ff-7683-4b97-a418-93d1261588de · outbound

This paper cites ACM computing surveys , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers ACM computing surveys , volume=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bdbd468-ca38-4ede-9b6b-b65a51eae30b · outbound

This paper cites The Twelfth International Conference on Learning Representations , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers The Twelfth International Conference on Learning Representations , year=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b32fbf9f-afa9-4c10-916d-278015236b0d · outbound

This paper cites INTELLECT-1 Technical Report.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers INTELLECT-1 Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9044a0a-10c7-4999-8ba4-3666150c2e3c · outbound

This paper cites Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e8e035a-b71c-44be-82ad-2c7735d67ebe · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Measuring Mathematical Problem Solving With the MATH Dataset

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d3c3dac-9fe3-424f-a168-d3f1561920f1 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Training Verifiers to Solve Math Word Problems

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf2657ef-c39c-442c-9961-cca4f5c3de68 · outbound

This paper cites Program Synthesis with Large Language Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Program Synthesis with Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e25b9aa-6d00-4789-8aae-9630a43e660e · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Evaluating Large Language Models Trained on Code

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f16595ae-ec73-47dc-aa13-748c83fc176c · outbound

This paper cites Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e3f22a4-6884-4aea-a629-13b35176706e · outbound

This paper cites Energy-Based Diffusion Language Models for Text Generation.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Energy-Based Diffusion Language Models for Text Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dbfbf5d-d8ae-4709-b6ff-7c4c11ad38b7 · outbound

This paper cites Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eae64aa9-aae0-423e-ba89-468622c4932e · outbound

This paper cites arXiv preprint arXiv:2601.07568 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2601.07568 , year=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70bf8572-b106-4ade-a5a4-fee9de6537cb · outbound

This paper cites A Survey on Diffusion Language Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers A Survey on Diffusion Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eef39733-e605-43c6-869d-308e4a8ef461 · outbound

This paper cites dKV-Cache: The Cache for Diffusion Language Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers dKV-Cache: The Cache for Diffusion Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d1f620c-8aa1-4af6-94fe-185cd10fa0dc · outbound

This paper cites arXiv preprint arXiv:2509.26328 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2509.26328 , year=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d37bf6c-7e9a-48db-aa6a-3820733bd029 · outbound

This paper cites Taming the Titans: A Survey of Efficient LLM Inference Serving.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Taming the Titans: A Survey of Efficient LLM Inference Serving

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75aafc03-6236-47f3-99e1-712c345fc2a4 · outbound

This paper cites ACM Computing Surveys , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers ACM Computing Surveys , volume=

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b187bb11-9bda-4f00-84c7-abb9b179843e · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e78e37ae-163d-498a-af31-cfee8a9b2ade · outbound

This paper cites Dream 7B: Diffusion Large Language Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Dream 7B: Diffusion Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65fbae3f-e410-436f-9565-4661be8a07eb · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers The Thirteenth International Conference on Learning Representations , year=

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fda2b7f-d210-47e0-9957-8bbcccc742bf · outbound

This paper cites Advances in neural information processing systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in neural information processing systems , volume=

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37e685fd-737c-4038-b043-5f642786e226 · outbound

This paper cites arXiv preprint arXiv:2505.21467 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2505.21467 , year=

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31131f48-ed99-45f2-81d0-3675662c4a98 · outbound

This paper cites dLLM-Cache: Accelerating Diffusion Large Language Models with Adaptive Caching.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers dLLM-Cache: Accelerating Diffusion Large Language Models with Adaptive Caching

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 312a68dc-23e5-44d4-829b-c7b4a92e3836 · outbound

This paper cites arXiv preprint arXiv:2511.19269 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2511.19269 , year=

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcbc5e76-9fa0-4cec-81b1-7425a90ab503 · outbound

This paper cites arXiv preprint arXiv:2510.23606 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2510.23606 , year=

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94401e64-02ce-40bb-be49-af1a680f36af · outbound

This paper cites arXiv preprint arXiv:2511.19473 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2511.19473 , year=

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1bc3185-1034-4067-8831-991bdda9f075 · outbound

This paper cites Transactions of Mathematics and Its Applications , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Transactions of Mathematics and Its Applications , volume=

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 819081b3-c843-432c-9556-66089af00528 · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5291c8f0-62ef-4899-9055-15dc4cfce557 · outbound

This paper cites Communications of the ACM , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Communications of the ACM , volume=

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6519def1-0e0b-4496-9e46-66179c50ff64 · outbound

This paper cites Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 49

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 035c7b24-9d93-4f35-905f-18d452b0c9a7 · outbound

This paper cites Advances in neural information processing systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in neural information processing systems , volume=

Reference 50

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d8307ad-4112-49a0-88d4-c079d1ba21a5 · outbound

This paper cites arXiv preprint arXiv:2511.19942 , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers arXiv preprint arXiv:2511.19942 , year=

Reference 51

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98aad5a6-e863-4258-b271-dfca013fff2e · outbound

This paper cites SCOPE-RL: Stable and Quantitative Control of Policy Entropy in RL Post-Training.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers SCOPE-RL: Stable and Quantitative Control of Policy Entropy in RL Post-Training

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf3d9675-6eda-4f6f-b078-254b8f561cf9 · outbound

This paper cites an unresolved cited work.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e16b004-0ad6-489e-a57b-dea2c3166154 · outbound

This paper cites Thinking Machines Lab: Connectionism , year =.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Thinking Machines Lab: Connectionism , year =

Reference 54

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca01beba-ed81-49d7-a30e-26cc7ba33837 · outbound

This paper cites The Twelfth International Conference on Learning Representations , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers The Twelfth International Conference on Learning Representations , year=

Reference 55

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6ed8c46-cfdb-422e-861e-a7f426749079 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 56

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 682a9b6d-5286-4288-9715-a62df726380e · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4805d07b-c016-478a-af08-8e19a901933d · outbound

This paper cites 2025 , publisher =.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers 2025 , publisher =

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 022bb0e8-8c6e-41d4-9b15-b9e5a4ca6698 · outbound

This paper cites Hyperloop Transformers.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Hyperloop Transformers

Reference 59

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca3444cb-e8db-49ea-b458-38a8a3c8e171 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 60

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 559a57bc-c599-4ed4-ac54-7880f277e423 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 61

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6da85d43-a17b-4296-9a6e-64f6fa702fd6 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 62

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d777fae1-fe4c-475d-9ff1-8fd8a21bd7bc · outbound

This paper cites 2024 , url =.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers 2024 , url =

Reference 63

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a0cce4d-bc53-439c-a683-4db23f3db69b · outbound

This paper cites mHC: Manifold-Constrained Hyper-Connections.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers mHC: Manifold-Constrained Hyper-Connections

Reference 64

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07651cfe-f102-44d0-80aa-aa8dba64dbef · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers The Thirteenth International Conference on Learning Representations , year=

Reference 65

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c6b7d30-70eb-4273-a269-18019dac99ed · outbound

This paper cites International Conference on Machine Learning , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers International Conference on Machine Learning , pages=

Reference 66

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c20a93ef-3768-482c-bc59-b155cb3cf22c · outbound

This paper cites Synthesis of Parallel Algorithms , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Synthesis of Parallel Algorithms , pages=

Reference 67

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcbdaec7-2e4a-4e08-bc69-e2d720822ce6 · outbound

This paper cites International Conference on Learning Representations , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers International Conference on Learning Representations , year=

Reference 68

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c7a8dfc-3627-4ddb-8286-145c0f19972e · outbound

This paper cites First Conference on Language Modeling , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers First Conference on Language Modeling , year=

Reference 69

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9485afba-2355-4535-b4ed-09cec240ec37 · outbound

This paper cites Attention Residuals.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Attention Residuals

Reference 70

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d559bc59-8b4d-4db9-badf-ff4ce300ec95 · outbound

This paper cites Qwen2.5: A Party of Foundation Models , url =.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Qwen2.5: A Party of Foundation Models , url =

Reference 71

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e554cc22-8915-4a7e-aabb-1f350b67e665 · outbound

This paper cites TinyLlama: An Open-Source Small Language Model.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers TinyLlama: An Open-Source Small Language Model

Reference 72

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0b28d63-1df8-4612-bb10-51062813bd24 · outbound

This paper cites Gemma 3 Technical Report.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Gemma 3 Technical Report

Reference 73

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03c7ef51-da16-42ce-89cb-f26fa37712c6 · outbound

This paper cites DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation

Reference 74

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d5d1e0f-f9ab-4a50-a0f9-1b2248469c35 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 75

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17a261ed-59d2-4814-990f-f2c3ba7b5a8d · outbound

This paper cites International Conference on Learning Representations , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers International Conference on Learning Representations , year=

Reference 76

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad749027-6ae7-4597-9ab4-cb58615adae9 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 77

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c14fd185-f687-4191-96df-7987e7cf63ef · outbound

This paper cites Applied numerical mathematics , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Applied numerical mathematics , volume=

Reference 78

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce2d5d74-1514-496b-b7ce-4e7463060082 · outbound

This paper cites 2023 , eprint=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers 2023 , eprint=

Reference 79

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9f3178d-3d5e-4c11-a347-07e08146b5fd · outbound

This paper cites A stochastic estimator of the trace of the influence matrix for.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers A stochastic estimator of the trace of the influence matrix for

Reference 80

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2df45172-1aab-4da4-8597-eceb22c054dc · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 81

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49d7fd7a-b53f-4952-a55c-d7d23c9ddc72 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 82

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f7caba-6640-4d95-942e-ad7f0e1bcd87 · outbound

This paper cites Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations , pages=

Reference 83

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9909efe-2023-4709-a4ad-bf8ae031f091 · outbound

This paper cites Scaling Laws for Neural Language Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Scaling Laws for Neural Language Models

Reference 84

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27ab3f1e-0e88-4309-87e0-a522c03cab12 · outbound

This paper cites Neurocomputing , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Neurocomputing , year=

Reference 85

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 322817b4-0bd0-4771-8f0e-8b9594efdf1d · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 86

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f026f153-3583-43d9-91cd-e9a23ed6e33b · outbound

This paper cites an unresolved cited work.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5b625e8-b842-4ecb-b509-3eb61bf7411d · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 88

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b73d7b2-04ff-4a4f-bf3c-fe2f1d39eb61 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers LLaMA: Open and Efficient Foundation Language Models

Reference 89

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7c9bbdc-c41a-48e5-95a0-4ec18b706d7b · outbound

This paper cites Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition , pages=

Reference 90

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 206b0c34-6780-4ed7-914e-658ec2fff06f · outbound

This paper cites International Conference on Machine Learning , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers International Conference on Machine Learning , pages=

Reference 91

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f8387b4-4976-4383-a903-ec60dd23ad86 · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Accelerating Large Language Model Decoding with Speculative Sampling

Reference 92

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bb0fe61-795c-40ff-b04c-1caaae1614b2 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 93

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4b6812a-6069-4933-a7c5-444a3e03d686 · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 94

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6249804b-86ae-4f63-b5e7-5c881830c5fd · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 95

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51a6b5d4-d6cd-460c-b7d4-6a0dbf91678f · outbound

This paper cites International Conference on Learning Representations , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers International Conference on Learning Representations , year=

Reference 96

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf380465-4c6a-4475-9c1a-4e06663f8c42 · outbound

This paper cites International Conference on Learning Representations , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers International Conference on Learning Representations , year=

Reference 97

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac6ffe96-51a7-40ff-8eca-b67ad5717c26 · outbound

This paper cites Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 98

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c75cb7cb-8971-479d-9e39-408163118fe9 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers Advances in Neural Information Processing Systems , volume=

Reference 99

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f0709cb-2c2a-48e5-9424-699285957209 · outbound

This paper cites International Conference on Learning Representations , year=.

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers International Conference on Learning Representations , year=

Reference 100

Resolution: unresolved; no resolver link, observed 2026-07-14T16:21:05.570023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers