Paper Citation Record · LEDGER

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction

As of 22 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 2 inbound Pith citation observations for arXiv:2505.01998.

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

pith.paper-citation-record.v1
2505.01998 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:08:24.358190Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:43:32.146332Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T16:24:14.034963Z

Reference resolution

28 of 28 outbound references displayed

verified exact1
verified fuzzy17
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a3fabb96-1374-4d69-989e-967b41bff5b9 · outbound

This paper cites Rabiner and B.-H.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Rabiner and B.-H

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:25.671478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 43b42143-c788-40ca-85b6-61a3b80aacbc · outbound

This paper cites Nonlinear acoustics in china,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Nonlinear acoustics in china,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:23.970608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd86ba45-440f-4916-8070-7a56a9f60331 · outbound

This paper cites Multi-microphone speechrecognitionintegratingbeamforming, robustfeatureextraction, andadvanceddnn/rnnbackend,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Multi-microphone speechrecognitionintegratingbeamforming, robustfeatureextraction, andadvanceddnn/rnnbackend,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:25.513964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 266f9261-d690-43e2-980f-fe4c9a0cd1db · outbound

This paper cites Deep learning,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Deep learning,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:23.982740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 037588c3-a8b4-40bf-b29b-df803911db7e · outbound

This paper cites Speech recognition with deep recurrent neural networks,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Speech recognition with deep recurrent neural networks,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:24.032299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be86c712-11d7-4fa4-bf2f-823b91f013e4 · outbound

This paper cites A survey on deep reinforcement learning for audio-based applications,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction A survey on deep reinforcement learning for audio-based applications,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:25.389530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8bec7e77-06fd-45f1-b809-77f5c0754444 · outbound

This paper cites The foundation of modern acoustic theory,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction The foundation of modern acoustic theory,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:25.368032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5d4faaa3-58a1-4fcd-b58f-986af4d5b70f · outbound

This paper cites Deep clustering: Discriminative embeddings for segmentation and separation,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Deep clustering: Discriminative embeddings for segmentation and separation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:25.343730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 22404a85-152f-420c-89bf-c8fa9852fd7d · outbound

This paper cites an unresolved cited work.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:24.145741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceaf1cb6-3d68-4b28-a860-adcc06795236 · outbound

This paper cites High speed fir digital filtering on gpu,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction High speed fir digital filtering on gpu,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:25.196651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 73532de9-eaa0-4e47-95b8-86de835abe1e · outbound

This paper cites Challenges and Contributing Factors in the Utilization of Large Language Models (LLMs).

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Challenges and Contributing Factors in the Utilization of Large Language Models (LLMs)

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-16T04:08:24.556270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 382c4669-294e-48c3-aa9a-b801ebbb5e00 · outbound

This paper cites Far-field automatic speech recognition,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Far-field automatic speech recognition,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:25.114171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c0859cbd-432b-4f3c-b323-7770cf29633b · outbound

This paper cites Multi-modal human–environment interaction,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Multi-modal human–environment interaction,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:25.092993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5cbdb6bd-bfba-4191-ab31-30ce28259fd1 · outbound

This paper cites an unresolved cited work.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:24.179811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abbe6d63-84fe-44d5-a85d-81c00acc80ff · outbound

This paper cites Supervisedspeechseparationbasedondeeplearning: Anoverview,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Supervisedspeechseparationbasedondeeplearning: Anoverview,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:25.046176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 486dd98d-19a8-4b9c-83e9-28c20c84b0a5 · outbound

This paper cites A hybrid dsp/deep learning approach to real-time full-band speech enhancement,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction A hybrid dsp/deep learning approach to real-time full-band speech enhancement,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:24.964282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a7e8e00c-b14f-4d8c-bf44-6dce2a3e6597 · outbound

This paper cites Benesty, J.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Benesty, J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:24.892210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e6a96a6a-6cbb-4a63-8aeb-e194d94c818b · outbound

This paper cites FireRedASR: Open-Source Industrial-Grade Mandarin Speech Recognition Models from Encoder-Decoder to LLM Integration.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction FireRedASR: Open-Source Industrial-Grade Mandarin Speech Recognition Models from Encoder-Decoder to LLM Integration

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:24.201425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aedd05f-775c-4308-999b-78c33a7e45a3 · outbound

This paper cites Kimi-Audio Technical Report.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Kimi-Audio Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:24.207002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81a87bd1-a542-468b-b964-8eae87988eba · outbound

This paper cites FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:24.240006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6baf30b-227a-4c82-85d4-7a0eaacee85f · outbound

This paper cites Paraformer: Fast and Accurate Parallel Transformer for Non-autoregressive End-to-End Speech Recognition.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Paraformer: Fast and Accurate Parallel Transformer for Non-autoregressive End-to-End Speech Recognition

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:24.290299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31b92974-a8ed-456b-a422-eb0e88d03682 · outbound

This paper cites Robustspeechrecognition via large-scale weak supervision,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Robustspeechrecognition via large-scale weak supervision,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:24.869138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 57018825-d84f-4c66-9a76-5bbd8bf25dc3 · outbound

This paper cites Scaling speech technology to 1,000+ languages,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Scaling speech technology to 1,000+ languages,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:24.842069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 92cf6f11-3813-4d7e-9bfa-58b11bd94cd0 · outbound

This paper cites Geriatric audiology,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Geriatric audiology,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:24.748919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6160ae37-55d0-4e1e-bc35-01d109c2eac5 · outbound

This paper cites Adeeplearningsolutiontothemarginalstabilityproblems of acoustic feedback systems for hearing aids,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Adeeplearningsolutiontothemarginalstabilityproblems of acoustic feedback systems for hearing aids,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:24.655910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7ad4cf55-807f-413f-885a-2a0444b3087a · outbound

This paper cites Multi-Modal Data Fusion in Enhancing Human-Machine Interaction for Robotic Applications: A Survey.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Multi-Modal Data Fusion in Enhancing Human-Machine Interaction for Robotic Applications: A Survey

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T04:08:24.345187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d3aa46d-9705-484a-a876-d468e68d34cf · outbound

This paper cites Schalk and J.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Schalk and J

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:24.608035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 946454e0-50cf-41ed-8fff-44f16d0f52fa · outbound

This paper cites Brain-computer interface: applications to speech decoding and synthesis to augment communication,.

A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction Brain-computer interface: applications to speech decoding and synthesis to augment communication,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:08:24.577444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation caf7d121-79f5-4091-ba15-ede7afe092e2 · inbound

A Survey on World Models Grounded in Acoustic Physical Information cites this paper.

A Survey on World Models Grounded in Acoustic Physical Information A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:32.146332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aa3e32e-e38f-430d-9f71-0bb913eec21d · inbound

The Sound of Risk: A Multimodal Physics-Informed Acoustic Model for Forecasting Market Volatility and Enhancing Market Interpretability cites this paper.

The Sound of Risk: A Multimodal Physics-Informed Acoustic Model for Forecasting Market Volatility and Enhancing Market Interpretability A Synergistic Framework of Nonlinear Acoustic Computing and Reinforcement Learning for Real-World Human-Robot Interaction

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-05T16:24:14.038641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.