Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-07T07:42:36.852261Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2604.27747.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-07T07:42:36.852261Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
62 of 62 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ecd621d7-e368-4333-8ae5-93293caad541 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation arXiv preprint arXiv:2509.03236 , year=
Reference 1
Source-reported events for the cited work
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Observation fe900949-ae80-4c7b-95c3-6a140dfc5d45 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment
Reference 2
Source-reported events for the cited work
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Observation 34d86ddc-4448-4692-8736-ebda98ad9261 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Dlcrec: A novel approach for managing diversity in llm-based recommender systems
Reference 3
Source-reported events for the cited work
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Observation 05c500de-309d-4449-9a99-1ecb9532bbdf · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Knowledge-enhanced con- versational recommendation via transformer-based sequential modeling
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 81f784fe-558c-4c0d-be42-b7ccf3609845 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Decoding in latent spaces for efficient inference in llm-based recommendation
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Observation 4ed9aa09-4465-4552-b0a7-7a6a6e9858b4 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Efficient inference for large language model-based generative recommendation
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Observation 66a6b10b-2912-40d9-98bd-1fb57cd933ed · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Efficiency unleashed: Inference acceleration for llm-based recommender systems with speculative decoding
Reference 7
Source-reported events for the cited work
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Observation 78111f0a-7d0a-47d0-b84e-cc83e83f5b69 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Fast inference from transform- ers via speculative decoding
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Source-reported events for the cited work
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Observation 52d294ab-ba12-4e7c-9c26-463ec80f03b4 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation
Reference 9
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Observation 0023b997-b4a0-478d-99b5-92a106d8ed04 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Unlocking efficiency in large language model inference: A comprehensive survey of speculative decoding
Reference 10
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Observation d04f00d6-ec81-44b4-9f0a-3f9a4c10f530 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Accelerating Large Language Model Decoding with Speculative Sampling
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Observation ee4d2755-e4e4-451c-a62b-6ad3bb613513 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Specinfer: Accelerating large language model serving with tree-based speculative inference and ver- ification
Reference 12
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Observation 20436695-608a-40d5-901a-457577fd7c1c · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation DistillSpec: Improving Speculative Decoding via Knowledge Distillation
Reference 13
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Observation 73990dbe-a379-461a-80b9-312fc25d7f16 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Eagle: Speculative sampling requires rethinking feature uncertainty
Reference 14
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Observation 5ad440f3-6f73-45d7-8eda-bc97bc154366 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Learning harmonized rep- resentations for speculative sampling
Reference 15
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Observation 1aa4c6c1-1440-4e4b-98e0-13489a045b1c · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Tokenrec: Learning to tokenize id for llm-based generative recommendations
Reference 16
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Observation 546e092e-6081-4435-a44f-5de73ae45449 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Adapting large language models by integrating collaborative semantics for recommendation
Reference 17
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Observation 6d7b01e3-6c73-4fec-89a3-b6e686d4b8ba · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Autoregressive image generation using residual quantization
Reference 18
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Observation 12140ae8-0e99-41cd-8568-95d2d61d1740 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Blockwise parallel decoding for deep autoregressive models
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Observation 5806231e-8c2c-4088-b2f6-11c00b27ff9e · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Eagle-2: Faster inference of language models with dynamic draft trees
Reference 20
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Observation 615d321e-d21c-4849-a3d1-bafd50b10521 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Sequoia: Scalable, robust, and hardware-aware speculative decoding
Reference 21
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Observation ae4474a0-e374-4643-ade2-4a24c20469e2 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Specexec: Massively parallel speculative decoding for interactive llm inference on consumer devices
Reference 22
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Observation 0158217d-1e6b-473b-98f7-ecee20737343 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Break the sequential de- pendency of llm inference using lookahead decoding
Reference 23
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Observation 80ee3c1b-e644-4373-a042-75603652d67f · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Cllms: Consistency large language models
Reference 24
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Observation 413e5b16-0e87-41d2-92f0-51147bdcbebc · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Rest: Retrieval- based speculative decoding
Reference 25
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Observation 1fb7d90f-2a76-444e-bc95-59cc2b53bad9 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Ouroboros: Generating longer drafts phrase by phrase for faster speculative decoding
Reference 26
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Observation 73db22a3-fc50-4b9f-940f-d39fd897ef9e · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Medusa: Simple llm inference acceleration framework with multiple decoding heads
Reference 27
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Observation 3cd53210-084a-42ee-a65e-938242bfa5b3 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Hydra: Sequentially-dependent draft heads for medusa decoding
Reference 28
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Observation 8a298b37-7ab6-4baf-b354-6a9ca9f15185 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Griffin: Effective token alignment for faster speculative decoding.arXiv preprint arXiv:2502.11018, 2025a
Reference 29
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Observation b1032ac3-1c44-4fed-8111-ba6b5f4d0ba9 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Boosting Lossless Speculative Decoding via Feature Sampling and Partial Alignment Distillation
Reference 30
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Observation 5e5a82c0-9f92-4c46-94ec-3a2516ebc520 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter
Reference 31
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Observation b8a2e4bf-96cf-48a7-b633-5bff191870f7 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation How speculative can speculative decoding be?
Reference 32
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Observation fd82ee0f-7577-4b08-b95d-b329e92b1c80 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Heterospec: Leveraging con- textual heterogeneity for efficient speculative decoding
Reference 33
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Observation 9690de99-d5b6-44e1-9d36-6770af8ec623 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation H2o: Heavy-hitter oracle for efficient generative inference of large language models
Reference 34
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Observation 8633d075-2006-4ee0-8a8e-7dbe81562684 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation A bi-step grounding paradigm for large language mod- els in recommendation systems
Reference 35
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Observation e6ee1658-c903-4837-a11d-d39d042f7526 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Large language models are learnable planners for long-term recommendation
Reference 36
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Observation fdc0672d-d3b9-42b4-bd0a-42fec5d3b1a5 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation arXiv preprint arXiv:2505.19092 (2025)
Reference 37
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Observation 986c789a-50c2-4e7e-b21b-4d7259389f65 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Recommender systems with generative retrieval
Reference 38
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Observation f9af480d-8064-4dca-af9f-020a70c5992c · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation ActionPiece: Contextually Tokenizing Action Sequences for Generative Recommendation
Reference 39
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Observation 03b7c38b-faee-4235-98e1-654675ea2aab · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Learnable item tokenization for generative recommendation
Reference 40
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Observation 7c322a6f-11fe-4295-a86f-00111a1d82d7 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation How to index item ids for recommendation foundation models
Reference 41
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Observation 53e4e53b-12f6-4c2e-b62e-3c9aefcf6478 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Recommendation as language processing (rlp): A unified pretrain, personalized prompt & predict paradigm (p5)
Reference 42
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Observation 07bde36d-8eaa-48e6-b8f2-dba70125f70d · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Eager: Two-stream generative recommender with behavior-semantic collaboration
Reference 43
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Observation 65fc0211-49e9-4dc6-882c-e6a46f9cceb6 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations
Reference 44
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Sprec: Self- play to debias llm-based recommendation
Reference 45
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Process- supervised llm recommenders via flow-guided tuning
Reference 46
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Observation 5a7de5c2-3b1c-49f2-8f5c-57ede7095d87 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Nextquill: Causal preference modeling for enhancing llm personalization
Reference 47
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Observation cd0301b7-eee4-4b35-82b1-244d590e497d · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Don’t start over: A cost-effective framework for migrating personalized prompts between llms
Reference 48
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Think-While-Generating: On-the-Fly Reasoning for Personalized Long-Form Generation.arXiv preprint arXiv:2512.06690.2025
Reference 49
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Integrating large language models with reinforcement learning: A survey of llm-rl synergistic recommendation
Reference 50
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Generative retrieval with semantic tree-structured identifiers and contrastive learning
Reference 51
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Idgenrec: Llm- recsys alignment with textual id learning
Reference 52
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Observation 732cbecb-e851-46ef-9708-c05e12ef2e1a · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Wide & deep learning for recommender systems
Reference 53
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Lightgcn: Simplifying and powering graph convolution network for recommenda- tion
Reference 54
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Observation 126bc32d-07b8-4764-8e51-69ab8293032a · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Second order derivatives for network pruning: Optimal brain surgeon
Reference 55
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Observation 7d303553-74b8-48d9-898f-a269db93f897 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning
Reference 56
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Observation 221e6220-3a08-49ed-96ac-bc232c7c8eac · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Smoothquant: Accurate and efficient post-training quantization for large language models
Reference 57
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Observation 5d4bd148-b2a7-452b-937d-40dc05deae7b · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Inductive generative recom- mendation via retrieval-based speculation
Reference 58
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Nezha: A zero-sacrifice and hyperspeed decoding architecture for generative recommendations
Reference 59
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Earn: Efficient inference acceleration for llm-based generative recom- mendation by register tokens
Reference 60
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Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Justifying recommendations using distantly-labeled reviews and fine-grained aspects
Reference 61
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Observation 9120ed13-f557-4aeb-b7f5-bb7d5917b393 · outbound
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation The llama 3 herd of models
Reference 62
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No inbound Pith citation observations are available.