EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts | Paper Citation Record

Observation 401e0ff3-67fc-43ae-8181-4123737467e8 · outbound

This paper cites ShareGPT_Vicuna_unfiltered.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts ShareGPT_Vicuna_unfiltered

Reference 1

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Observation 74a8250b-186d-43de-9914-e72701a9791c · outbound

This paper cites Gqa: Training generalized multi-query transformer models from multi-head checkpoints.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Gqa: Training generalized multi-query transformer models from multi-head checkpoints

Reference 2

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Observation 491c12e2-642f-4243-94bc-ba6578d1f919 · outbound

This paper cites Qwen3-8B_eagle3.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Qwen3-8B_eagle3

Reference 3

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Observation 6b586df9-bb75-4094-b114-bf83e6d953f8 · outbound

This paper cites Lee, Deming Chen, and Tri Dao.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Lee, Deming Chen, and Tri Dao

Reference 4

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Observation 01a3e45a-ff06-4614-b9ad-7d31f4933a9c · outbound

This paper cites MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.225539Z

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Observation d52f6851-713c-4a7b-ae0e-951787e68ebe · outbound

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

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Accelerating Large Language Model Decoding with Speculative Sampling

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.244700Z

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Observation 2d1ea871-053f-44de-ac83-f4fa1cf6ea8a · outbound

This paper cites Clasp: In-context layer skip for self-speculative decoding.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Clasp: In-context layer skip for self-speculative decoding

Reference 7

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Observation 089ab0e4-1fe8-420c-80de-37333be75d7b · outbound

This paper cites Respec: Towards optimizing speculative decoding in reinforcement learning systems.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Respec: Towards optimizing speculative decoding in reinforcement learning systems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation f8f1d795-b2f8-405d-946e-684de8676e8b · outbound

This paper cites Do NOT think that much for 2+3=? on the overthinking of long reasoning models.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Do NOT think that much for 2+3=? on the overthinking of long reasoning models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation f2e6d733-b962-4b59-a5ae-cfb53b81ce57 · outbound

This paper cites Jackpot: Optimal budgeted rejection sampling for extreme actor-policy discrep- ancy.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Jackpot: Optimal budgeted rejection sampling for extreme actor-policy discrep- ancy

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.249152Z

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Observation 096435c1-5ca0-491d-a364-d197d4d79e39 · outbound

This paper cites Multi-Head Attention: Collaborate Instead of Concatenate.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Multi-Head Attention: Collaborate Instead of Concatenate

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.202274Z

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Observation 3a823961-1684-4781-9146-3824217df725 · outbound

This paper cites The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.282111Z

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Observation df675402-2c1d-418b-839f-2afa0b89b328 · outbound

This paper cites QLoRA: Efficient finetuning of quantized LLMs.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts QLoRA: Efficient finetuning of quantized LLMs

Reference 13

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Observation 61546bbc-5478-4c52-9caa-82cdb170d942 · outbound

This paper cites Marlin: Mixed- precision auto-regressive parallel inference on large language models.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Marlin: Mixed- precision auto-regressive parallel inference on large language models

Reference 14

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Observation b815452b-940e-4eda-b942-618666a520a9 · outbound

This paper cites AREAL: A large-scale asynchronous reinforcement learning system for language reasoning.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts AREAL: A large-scale asynchronous reinforcement learning system for language reasoning

Reference 15

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Observation 7b66cd37-9c2f-478f-9b8e-7282c5f24bd6 · outbound

This paper cites Ai and memory wall.IEEE Micro, 44(3):33–39, 2024.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Ai and memory wall.IEEE Micro, 44(3):33–39, 2024

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation b8c02048-5cc8-477a-91c0-3ef9024c4899 · outbound

This paper cites The Llama 3 Herd of Models.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts The Llama 3 Herd of Models

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.245022Z

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Observation 5c0f9995-c7ac-4cd2-8fce-2a93d1c4be8f · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.248890Z

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Observation 6ef0ae08-8da4-46f6-abff-172ecf02e0b6 · outbound

This paper cites History Rhymes: Accelerating LLM Reinforcement Learning with RhymeRL.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts History Rhymes: Accelerating LLM Reinforcement Learning with RhymeRL

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.266551Z

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Observation 03ddd7fb-1475-4523-a9e8-b943733a0d2f · outbound

This paper cites Rest: Retrieval-based speculative decoding.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Rest: Retrieval-based speculative decoding

Reference 20

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Observation df752bd7-8ba6-4da1-b2aa-69fea7e0ced5 · outbound

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

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Measuring Mathematical Problem Solving With the MATH Dataset

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.255776Z

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Observation c28e7810-ae48-440d-9e80-f589b2ddf503 · outbound

This paper cites Taming the long-tail: Efficient reasoning rl training with adaptive drafter.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Taming the long-tail: Efficient reasoning rl training with adaptive drafter

Reference 22

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Observation 624c4b42-c59b-4bd6-aca8-64c5d12ac679 · outbound

This paper cites Ash, and Akshay Krishnamurthy.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Ash, and Akshay Krishnamurthy

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation b3239e70-32c3-48d7-8522-89eff86a266a · outbound

This paper cites an unresolved cited work.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Unresolved cited work

Reference 24

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Observation e799e847-4719-458c-be4e-93a7cfa8cfac · outbound

This paper cites Accelerating RL Post-Training Rollouts via System-Integrated Speculative Decoding.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Accelerating RL Post-Training Rollouts via System-Integrated Speculative Decoding

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.265004Z

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Observation f579feef-5ee2-4e77-a45a-40e2a210a6a1 · outbound

This paper cites Revisiting Entropy in Reinforcement Learning for Large Reasoning Models.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Revisiting Entropy in Reinforcement Learning for Large Reasoning Models

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.277857Z

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Observation 5824601c-62e8-4424-abff-11db2ac62598 · outbound

This paper cites Beyond next-token prediction: A perfor- mance characterization of diffusion versus autoregressive language models.arXiv preprint arXiv:2510.04146, 2025.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Beyond next-token prediction: A perfor- mance characterization of diffusion versus autoregressive language models.arXiv preprint arXiv:2510.04146, 2025

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.269288Z

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Observation d9d72b58-3f14-4544-8534-ceba0ab01eca · outbound

This paper cites LLM Post-Training: A Deep Dive into Reasoning Large Language Models.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts LLM Post-Training: A Deep Dive into Reasoning Large Language Models

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T23:59:07.220274Z

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Observation a0b4c0c4-8816-4b42-a26d-da55a68b3a1f · outbound

This paper cites Efficient memory management for large language model serving with pagedattention.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Efficient memory management for large language model serving with pagedattention

Reference 29

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Observation 4e25db5c-46f8-452f-afea-d2eccd38ce2f · outbound

This paper cites Fast inference from transformers via speculative decoding.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Fast inference from transformers via speculative decoding

Reference 30

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Observation 539fca33-6f90-4834-9ec0-911d5121f236 · outbound

This paper cites QuRL: Low-precision reinforcement learning for efficient reasoning.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts QuRL: Low-precision reinforcement learning for efficient reasoning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation 6e84057a-ba8f-49e8-b30f-20eca83479c9 · outbound

This paper cites EAGLE: Speculative sampling requires rethinking feature uncertainty.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts EAGLE: Speculative sampling requires rethinking feature uncertainty

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation 689d5d5f-9169-458b-b169-558496cc64a4 · outbound

This paper cites EAGLE-3: Scaling up inference acceleration of large language models via training-time test.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts EAGLE-3: Scaling up inference acceleration of large language models via training-time test

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation 033e901e-b131-4ae1-9a7f-f395d0defdfb · outbound

This paper cites Awq: Activation-aware weight quantization for on-device llm compression and acceleration.Proceedings of machine learning and systems, 6:87–100, 2024.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Awq: Activation-aware weight quantization for on-device llm compression and acceleration.Proceedings of machine learning and systems, 6:87–100, 2024

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation aa27d7c8-80b4-486d-ad77-532f36c3f82a · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.269924Z

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Observation 3a33f6f3-f0d3-477b-9a0d-a82932393ea7 · outbound

This paper cites Spec-rl: Accelerating on-policy reinforcement learning with speculative rollouts.arXiv preprint arXiv:2509.23232, 2025a.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Spec-rl: Accelerating on-policy reinforcement learning with speculative rollouts.arXiv preprint arXiv:2509.23232, 2025a

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.273259Z

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Observation 002875a9-3515-430f-951e-b0f587047687 · outbound

This paper cites Speculative decoding: Performance or illusion? InNinth Conference on Machine Learning and Systems, 2026.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Speculative decoding: Performance or illusion? InNinth Conference on Machine Learning and Systems, 2026

Reference 37

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Observation e04402bd-41bb-4253-b032-17af098dd397 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Understanding R1-Zero-Like Training: A Critical Perspective

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.273927Z

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Observation b6d3321f-121a-4e6c-ba11-31d9858187dd · outbound

This paper cites Qwen2.5-7B-Eagle-RL.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Qwen2.5-7B-Eagle-RL

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation 3c7602ad-03e5-4fb9-9c58-1d7b1b9825a4 · outbound

This paper cites OpenThoughts2-1M.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts OpenThoughts2-1M

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation f42b4ab3-400b-4482-a123-6f799ea2bce6 · outbound

This paper cites Lossless acceleration of large language model via adaptive n-gram parallel decoding.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Lossless acceleration of large language model via adaptive n-gram parallel decoding

Reference 41

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Observation 6c35a01c-f8ba-4f29-9177-06cb39196d6c · outbound

This paper cites Llama-3.1-8B-Instruct-speculator.eagle3.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Llama-3.1-8B-Instruct-speculator.eagle3

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation aed89340-b385-42cd-9ae4-0bb4e88f518a · outbound

This paper cites Qwen3-8B-speculator.eagle3.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Qwen3-8B-speculator.eagle3

Reference 43

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Observation ec8d9786-dc88-43df-8f96-87e013c0998b · outbound

This paper cites Qwen3-8B-Thinking-speculator.eagle3.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Qwen3-8B-Thinking-speculator.eagle3

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation 07ae8e72-244d-4f0c-a86e-79ab460cecc1 · outbound

This paper cites Magicdec: Breaking the latency- throughput tradeoff for long context generation with speculative decoding.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Magicdec: Breaking the latency- throughput tradeoff for long context generation with speculative decoding

Reference 45

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Observation 5162ea17-7fec-4162-9a11-328b89e201be · outbound

This paper cites Proximal Policy Optimization Algorithms.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Proximal Policy Optimization Algorithms

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.196426Z

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Observation 5eae0e86-037b-41b2-8f18-04404ee066ed · outbound

This paper cites Beat the long tail: Distribution-aware speculative decoding for RL training.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Beat the long tail: Distribution-aware speculative decoding for RL training

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation d525bc95-f198-4347-a670-cfe530223610 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.192273Z

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Observation 74a57d62-c63a-4c76-927f-0ebce3fb9472 · outbound

This paper cites Fast Transformer Decoding: One Write-Head is All You Need.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Fast Transformer Decoding: One Write-Head is All You Need

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.200433Z

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Observation ad3e1935-6b89-458a-97bd-c92e83aee2d0 · outbound

This paper cites Hybridflow: A flexible and efficient rlhf framework.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Hybridflow: A flexible and efficient rlhf framework

Reference 50

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Observation 4a998feb-e360-4f50-abbd-524b958259e9 · outbound

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

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.221087Z

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Observation 2c0eaa85-2e43-4fde-a8f1-1c490703b6b3 · outbound

This paper cites Knn-ssd: Enabling dynamic self-speculative decoding via nearest neighbor layer set optimization.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Knn-ssd: Enabling dynamic self-speculative decoding via nearest neighbor layer set optimization

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

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Observation 3b1b71bf-0513-4e60-9368-e20f9ecc045c · outbound

This paper cites The N-Grammys: Accelerating Autoregressive Inference with Learning-Free Batched Speculation.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts The N-Grammys: Accelerating Autoregressive Inference with Learning-Free Batched Speculation

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.188814Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 591e8ae2-7f7b-4d52-99d0-b2491c32bbd1 · outbound

This paper cites QUEST: Query-aware sparsity for efficient long-context LLM inference.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts QUEST: Query-aware sparsity for efficient long-context LLM inference

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 775e39a8-a16a-4cb1-8da9-ad2f6ad83792 · outbound

This paper cites Kimi K2: Open Agentic Intelligence.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Kimi K2: Open Agentic Intelligence

Reference 55

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.217202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5e44f48a-6cfc-48c4-90a0-fed1cf1991bf · outbound

This paper cites Mahoney, Kurt Keutzer, and Amir Gholami.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Mahoney, Kurt Keutzer, and Amir Gholami

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bcbeb72-5cf0-4aeb-9c79-2e56942c88b5 · outbound

This paper cites Reinforcement learning with verifiable rewards implicitly incentivizes correct reasoning in base LLMs.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Reinforcement learning with verifiable rewards implicitly incentivizes correct reasoning in base LLMs

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5570306a-6e39-4318-be6d-bfd10c89c666 · outbound

This paper cites Roofline: an insightful visual performance model for multicore architectures.Communications of the ACM, 52(4):65–76, 2009.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Roofline: an insightful visual performance model for multicore architectures.Communications of the ACM, 52(4):65–76, 2009

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c9f3bfe-dd90-4519-9d1b-3385a3b5e572 · outbound

This paper cites an unresolved cited work.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f1fccc6-92c5-41b5-8ed2-9327557dccdf · outbound

This paper cites SWIFT: On-the-fly self- speculative decoding for LLM inference acceleration.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts SWIFT: On-the-fly self- speculative decoding for LLM inference acceleration

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22659c0b-b384-40a3-a05f-660fe3ec4b88 · outbound

This paper cites Qwen3 Technical Report.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Qwen3 Technical Report

Reference 61

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.286798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3f83e017-9b04-43e7-8638-b5e75446d455 · outbound

This paper cites LLM Probability Concentration: How Alignment Shrinks the Generative Horizon.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts LLM Probability Concentration: How Alignment Shrinks the Generative Horizon

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.260894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 929eabc7-458a-4c90-9fdf-ffc2ba7be07e · outbound

This paper cites Qwen2.5 Technical Report.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Qwen2.5 Technical Report

Reference 63

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.204186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 32bc576d-d5fc-436c-afa3-67ba8ac95c74 · outbound

This paper cites DAPO: An open-source LLM reinforcement learning system at scale.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts DAPO: An open-source LLM reinforcement learning system at scale

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d58a23c3-f7e6-4a53-997d-a141d21b67c9 · outbound

This paper cites LLM Inference Unveiled: Survey and Roofline Model Insights.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts LLM Inference Unveiled: Survey and Roofline Model Insights

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.177818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 41f815be-0c80-48af-91d9-4f25852e9020 · outbound

This paper cites Vegas: Self-Speculative Decoding with Verification-Guided Sparse Attention.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Vegas: Self-Speculative Decoding with Verification-Guided Sparse Attention

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.186895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9f7c7221-9750-4376-9a02-c799102237f1 · outbound

This paper cites EAGLE3-LLaMA3.1-Instruct-8B.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts EAGLE3-LLaMA3.1-Instruct-8B

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63714f56-12bb-4c06-a05f-6d7ee12f4b93 · outbound

This paper cites GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Reference 68

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:59:07.290498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 273489d2-45c8-436a-86ad-a3e7d637df99 · outbound

This paper cites SimpleRL-zoo: Investigating and taming zero reinforcement learning for open base models in the wild.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts SimpleRL-zoo: Investigating and taming zero reinforcement learning for open base models in the wild

Reference 69

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44ba7741-56cd-46cb-8991-406ebcc61ac3 · outbound

This paper cites Draft& verify: Lossless large language model acceleration via self-speculative decoding.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Draft& verify: Lossless large language model acceleration via self-speculative decoding

Reference 70

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38ab0e32-9700-4cec-8cd9-fae29696699b · outbound

This paper cites Sortedrl: Accelerating rl training for llms through online length-aware scheduling.arXiv preprint arXiv:2603.23414, 2026.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Sortedrl: Accelerating rl training for llms through online length-aware scheduling.arXiv preprint arXiv:2603.23414, 2026

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:07.237657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6acab2f0-2517-49cb-9bd5-a122ac62e56c · outbound

This paper cites FastGRPO: Accelerating policy optimization via concurrency-aware speculative decoding and online draft learning.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts FastGRPO: Accelerating policy optimization via concurrency-aware speculative decoding and online draft learning

Reference 72

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1808f50c-6a46-4344-9807-5866e98943b9 · outbound

This paper cites Kakade, Cengiz Pehlevan, Samy Jelassi, and Eran Malach.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Kakade, Cengiz Pehlevan, Samy Jelassi, and Eran Malach

Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0834e3f0-9eed-415a-a7db-9437ded4256b · outbound

This paper cites Gonzalez, Clark Barrett, and Ying Sheng.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Gonzalez, Clark Barrett, and Ying Sheng

Reference 74

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4e6a1f5-29bd-417a-94f0-b55b764beccb · outbound

This paper cites Distillspec: Improving speculative decoding via knowledge distillation.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Distillspec: Improving speculative decoding via knowledge distillation

Reference 75

Resolution: unresolved; no resolver link, observed 2026-06-26T21:32:41.428871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37327a86-a726-488a-8257-ecb4590938ee · outbound

This paper cites April: Active partial rollouts in reinforcement learning to tame long-tail generation.

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts April: Active partial rollouts in reinforcement learning to tame long-tail generation

Reference 76

Resolution: malformed identifier; arxiv_id, observed 2026-07-03T23:59:07.241728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Outbound references

Pith citing papers