Paper Citation Record · LEDGER

Reinforcement Speculative Decoding for Fast Ranking

As of 17 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 4 inbound Pith citation observations for arXiv:2505.20316.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.20316 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:55:49.233352Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:01:18.473636Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-18T21:31:51.579040Z

Reference resolution

48 of 48 outbound references displayed

verified exact0
verified fuzzy25
unresolved23
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cd7e7623-affe-400e-af19-a87abb5b206a · outbound

This paper cites Learning to rank using gradient descent.

Reinforcement Speculative Decoding for Fast Ranking Learning to rank using gradient descent

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:54.309735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ab55c311-ad0f-4d2c-b5fb-1c1d418b5ce9 · outbound

This paper cites Medusa: Simple llm inference acceleration framework with multiple decoding heads.

Reinforcement Speculative Decoding for Fast Ranking Medusa: Simple llm inference acceleration framework with multiple decoding heads

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:53.981128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 951aa2c4-3b1b-48ab-b8b1-b65e47ceea8b · outbound

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

Reinforcement Speculative Decoding for Fast Ranking Accelerating Large Language Model Decoding with Speculative Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:45.008851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a260b83-81ef-4d10-b341-a15956c9039a · outbound

This paper cites Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding.

Reinforcement Speculative Decoding for Fast Ranking Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:45.134263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cb6909c-ba71-4577-ab3a-5da3a457fc6e · outbound

This paper cites Cascade speculative drafting for even faster llm inference.

Reinforcement Speculative Decoding for Fast Ranking Cascade speculative drafting for even faster llm inference

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:53.698037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eda251c9-b5ff-435b-a963-e0037c362d03 · outbound

This paper cites Glide with a cape: a low-hassle method to accelerate speculative decoding.

Reinforcement Speculative Decoding for Fast Ranking Glide with a cape: a low-hassle method to accelerate speculative decoding

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:53.440746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cbc96cdc-c33b-471a-a449-d53158fdaa20 · outbound

This paper cites Quasi- metric learning for bilateral person-job fit.

Reinforcement Speculative Decoding for Fast Ranking Quasi- metric learning for bilateral person-job fit

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:53.165517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b3089c53-0cf5-492e-abc7-86b4c6618674 · outbound

This paper cites Enhancing job recommendation through llm-based generative adversarial networks.

Reinforcement Speculative Decoding for Fast Ranking Enhancing job recommendation through llm-based generative adversarial networks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:45.509766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 962a438b-8c4e-4740-a585-2a9b5cae7b62 · outbound

This paper cites Active large language model-based knowledge distillation for session-based recommendation.

Reinforcement Speculative Decoding for Fast Ranking Active large language model-based knowledge distillation for session-based recommendation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:52.827209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 89c8e272-d3ee-4f42-a0b5-8714d252db41 · outbound

This paper cites Break the sequential dependency of llm inference using lookahead decoding.

Reinforcement Speculative Decoding for Fast Ranking Break the sequential dependency of llm inference using lookahead decoding

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:52.580518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1d7f1dd0-0f61-4d9a-b4ea-c07bfa6f41e0 · outbound

This paper cites The Llama 3 Herd of Models.

Reinforcement Speculative Decoding for Fast Ranking The Llama 3 Herd of Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:45.758065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9821ace-78b5-4ccb-ba83-2d9a3b682592 · outbound

This paper cites Rest: Retrieval-based speculative decoding.

Reinforcement Speculative Decoding for Fast Ranking Rest: Retrieval-based speculative decoding

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:52.343550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation df0725ad-3f72-4ec8-9388-84057782f793 · outbound

This paper cites SPEED: Speculative Pipelined Execution for Efficient Decoding.

Reinforcement Speculative Decoding for Fast Ranking SPEED: Speculative Pipelined Execution for Efficient Decoding

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:45.915619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8fc6330-5401-4bd8-bdb5-520adafa04fd · outbound

This paper cites Large language models are zero-shot rankers for recommender systems.

Reinforcement Speculative Decoding for Fast Ranking Large language models are zero-shot rankers for recommender systems

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:52.030308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3b362025-19e4-4368-8fd2-366addca62b1 · outbound

This paper cites Neural input search for large scale recommendation models.

Reinforcement Speculative Decoding for Fast Ranking Neural input search for large scale recommendation models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:46.110093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 029d947d-c457-4564-b415-5c9a74fb6ac2 · outbound

This paper cites Speculative decoding with big little decoder.

Reinforcement Speculative Decoding for Fast Ranking Speculative decoding with big little decoder

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:51.858643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fb07fa24-a7b0-4a81-99f8-db0e151e757a · outbound

This paper cites Ancestral gumbel-top-k sampling for sampling without replacement.

Reinforcement Speculative Decoding for Fast Ranking Ancestral gumbel-top-k sampling for sampling without replacement

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:51.645613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ac585f47-9ac5-4718-9f9b-35884071ad15 · outbound

This paper cites Fast inference from transformers via speculative decoding.

Reinforcement Speculative Decoding for Fast Ranking Fast inference from transformers via speculative decoding

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:46.374306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d596bb36-bcfc-407d-b4c4-dcb0513c0f27 · outbound

This paper cites Eagle: speculative sampling requires rethinking feature uncertainty.

Reinforcement Speculative Decoding for Fast Ranking Eagle: speculative sampling requires rethinking feature uncertainty

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:51.414693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1184db20-b773-42a8-b66a-04d74ab532d8 · outbound

This paper cites Generalized ambiguity decomposition for ranking ensemble learning.

Reinforcement Speculative Decoding for Fast Ranking Generalized ambiguity decomposition for ranking ensemble learning

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:51.197273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b8570d3b-64b3-491e-a9f2-9008463571c2 · outbound

This paper cites Online speculative decoding.

Reinforcement Speculative Decoding for Fast Ranking Online speculative decoding

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:51.105067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation def8ea7e-72a2-4bd2-90f8-5d6597de3d3b · outbound

This paper cites Ranked list truncation for large language model-based re-ranking.

Reinforcement Speculative Decoding for Fast Ranking Ranked list truncation for large language model-based re-ranking

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:51.010746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6f39294c-0397-4870-bea6-5bd41c1dca19 · outbound

This paper cites Specinfer: Accelerating large language model serving with tree-based speculative inference and verification.

Reinforcement Speculative Decoding for Fast Ranking Specinfer: Accelerating large language model serving with tree-based speculative inference and verification

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:46.907373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1232ac43-92d0-4be4-bdf3-4324e91ad33f · outbound

This paper cites PaSS: Parallel Speculative Sampling.

Reinforcement Speculative Decoding for Fast Ranking PaSS: Parallel Speculative Sampling

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:47.016746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e1972d2-bad1-4713-adaf-c3c589e737b4 · outbound

This paper cites Machine learning: a probabilistic perspective.

Reinforcement Speculative Decoding for Fast Ranking Machine learning: a probabilistic perspective

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:47.125132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c218bff-cd9f-48df-b791-b8f3db60fdd4 · outbound

This paper cites Ms marco: A human-generated machine reading comprehension dataset.

Reinforcement Speculative Decoding for Fast Ranking Ms marco: A human-generated machine reading comprehension dataset

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:47.197655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25477b58-b72e-4a56-ab7f-b3a4cbfee646 · outbound

This paper cites Top-Down Partitioning for Efficient List-Wise Ranking.

Reinforcement Speculative Decoding for Fast Ranking Top-Down Partitioning for Efficient List-Wise Ranking

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:47.281945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fab25013-0afa-47e8-b14f-6c6605413863 · outbound

This paper cites RankVicuna: Zero-Shot Listwise Document Reranking with Open-Source Large Language Models.

Reinforcement Speculative Decoding for Fast Ranking RankVicuna: Zero-Shot Listwise Document Reranking with Open-Source Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:47.416667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fa9f67a-44a5-40cf-9f42-f42d2f6d5a56 · outbound

This paper cites RankZephyr: Effective and Robust Zero-Shot Listwise Reranking is a Breeze!.

Reinforcement Speculative Decoding for Fast Ranking RankZephyr: Effective and Robust Zero-Shot Listwise Reranking is a Breeze!

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:47.543984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38eb7458-6e76-4f52-832a-668851e71c9a · outbound

This paper cites First: Faster improved listwise reranking with single token decoding.

Reinforcement Speculative Decoding for Fast Ranking First: Faster improved listwise reranking with single token decoding

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:50.867711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e0ca8bed-2e0d-4556-94f1-52948ba962f0 · outbound

This paper cites Accelerating transformer inference for translation via parallel decoding.

Reinforcement Speculative Decoding for Fast Ranking Accelerating transformer inference for translation via parallel decoding

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:50.719645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c0831dec-029e-4720-a3f0-cd1b6d8bad79 · outbound

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

Reinforcement Speculative Decoding for Fast Ranking DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:47.849400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42cb5e4f-6e07-47cf-aa8b-216da521f1e6 · outbound

This paper cites Accelerating llm inference with staged speculative decoding.

Reinforcement Speculative Decoding for Fast Ranking Accelerating llm inference with staged speculative decoding

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:50.581792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2ed1d937-2e62-4e1d-b113-c74cc172ebed · outbound

This paper cites Blockwise parallel decoding for deep autoregressive models.

Reinforcement Speculative Decoding for Fast Ranking Blockwise parallel decoding for deep autoregressive models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:48.038119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e324952c-13fd-4ee5-b4b4-9cb1bb572cc4 · outbound

This paper cites Spectr: Fast speculative decoding via optimal transport.

Reinforcement Speculative Decoding for Fast Ranking Spectr: Fast speculative decoding via optimal transport

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:50.454616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5543b4e6-97b7-44e7-8170-3a037c85c517 · outbound

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

Reinforcement Speculative Decoding for Fast Ranking LLaMA: Open and Efficient Foundation Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:48.202843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00b9c292-7405-4106-9bae-a2ee1930512e · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Reinforcement Speculative Decoding for Fast Ranking Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:48.302963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4907a0b-19fb-42fd-ad14-e7c5143efc21 · outbound

This paper cites Re2llm: Reflective reinforcement large language model for session-based recommendation.

Reinforcement Speculative Decoding for Fast Ranking Re2llm: Reflective reinforcement large language model for session-based recommendation

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:50.328598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 982ed65e-76c0-47ae-823b-8ac58dcdb0ba · outbound

This paper cites A survey on large language models for recommendation.

Reinforcement Speculative Decoding for Fast Ranking A survey on large language models for recommendation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:48.475112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d3dab59-36fc-4ffc-89d2-527ca833f50d · outbound

This paper cites Speculative decoding: Exploiting speculative execution for accelerating seq2seq generation.

Reinforcement Speculative Decoding for Fast Ranking Speculative decoding: Exploiting speculative execution for accelerating seq2seq generation

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:50.195461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d903e4ea-3fee-46b8-851d-eaddab119383 · outbound

This paper cites Unlocking efficiency in large language model inference: A comprehensive survey of speculative decoding.

Reinforcement Speculative Decoding for Fast Ranking Unlocking efficiency in large language model inference: A comprehensive survey of speculative decoding

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:50.041078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b00634c5-46fa-45d1-a089-0f120fd5358a · outbound

This paper cites Qwen2.5 Technical Report.

Reinforcement Speculative Decoding for Fast Ranking Qwen2.5 Technical Report

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:48.710769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fc18fa0-9614-42a1-bc6c-c6d1c1c68ba5 · outbound

This paper cites Multi-Candidate Speculative Decoding.

Reinforcement Speculative Decoding for Fast Ranking Multi-Candidate Speculative Decoding

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:48.798319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4381522-e859-41c0-8657-75ba81c155eb · outbound

This paper cites Predictive pipelined decoding: A compute-latency trade-off for exact llm decoding.Transactions on Machine Learning Research.

Reinforcement Speculative Decoding for Fast Ranking Predictive pipelined decoding: A compute-latency trade-off for exact llm decoding.Transactions on Machine Learning Research

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:49.919724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c469d7b3-9ec3-40ef-98dd-a34d89f5821d · outbound

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

Reinforcement Speculative Decoding for Fast Ranking Draft& verify: Lossless large language model acceleration via self-speculative decoding

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:49.807720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f2f37503-db68-4a1d-8215-f8a7edfcb869 · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

Reinforcement Speculative Decoding for Fast Ranking OPT: Open Pre-trained Transformer Language Models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:49.016380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb204efc-0b25-4d70-ae16-6aa166dcc0d1 · outbound

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

Reinforcement Speculative Decoding for Fast Ranking Distillspec: Improving speculative decoding via knowledge distillation

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:49.683573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a9040345-ff0a-4f93-975c-c3c4c446655a · outbound

This paper cites Large language models for information retrieval: A survey.

Reinforcement Speculative Decoding for Fast Ranking Large language models for information retrieval: A survey

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:49.233352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 062f74ff-c5db-4046-844d-0f849a74c9dc · inbound

Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation cites this paper.

Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation Reinforcement Speculative Decoding for Fast Ranking

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-18T21:31:51.582307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fc09ac30-e460-4744-8903-82567dc2a135 · inbound

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

History Rhymes: Accelerating LLM Reinforcement Learning with RhymeRL Reinforcement Speculative Decoding for Fast Ranking

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T17:01:18.473636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d650411c-fd95-43c3-9f9a-5d520b0ad975 · inbound

Which Modality Decides? Counterfactual Modality Attribution for Multimodal LLMs cites this paper.

Which Modality Decides? Counterfactual Modality Attribution for Multimodal LLMs Reinforcement Speculative Decoding for Fast Ranking

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T01:33:51.671261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 157a78b3-e3a3-4441-80ae-23fa8c7516c5 · inbound

Which Modality Decides? Counterfactual Modality Attribution for Multimodal LLMs cites this paper.

Which Modality Decides? Counterfactual Modality Attribution for Multimodal LLMs Reinforcement Speculative Decoding for Fast Ranking

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T04:27:07.923007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.