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Paper Citation Record · LEDGER

ZeroSep: Separate Anything in Audio with Zero Training

As of 21 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2505.23625.

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

pith.paper-citation-record.v1
2505.23625 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:46:44.177017Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T11:04:49.366127Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T02:16:26.752563Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact3
  • verified fuzzy2
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ae3da6e8-be3a-4530-bf3a-ec5e415d225f · outbound

This paper cites Weiss, Mohammad Norouzi, and William Chan.

ZeroSep: Separate Anything in Audio with Zero Training Weiss, Mohammad Norouzi, and William Chan

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:46:45.377610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:46:43.368658Z digest=sha256:ddf4b4469563c986168c9e778b0fca2e2969ec059d574fbc5124dc77f7ddfb8a

Observation 5612190a-a276-4b0b-b0ba-1d9193160f6a · outbound

This paper cites Vadim Popov, Ivan V ovk, Vladimir Gogoryan, Tasnima Sadekova, and Mikhail Kudinov.

ZeroSep: Separate Anything in Audio with Zero Training Vadim Popov, Ivan V ovk, Vladimir Gogoryan, Tasnima Sadekova, and Mikhail Kudinov

Reference 5

Resolution
verified exact
doi, observed 2026-08-07T12:46:44.538539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:46:43.409843Z digest=sha256:f644ea88ce2af6851af4ad7996f725249d30f93865d5ce201c140568dd5789a7

Observation 0fc037c0-3a3c-4344-b528-39a6e6763a4c · outbound

This paper cites Haohe Liu, Zehua Chen, Yi Yuan, Xinhao Mei, Xubo Liu, Danilo Mandic, Wenwu Wang, and Mark D.

ZeroSep: Separate Anything in Audio with Zero Training Haohe Liu, Zehua Chen, Yi Yuan, Xinhao Mei, Xubo Liu, Danilo Mandic, Wenwu Wang, and Mark D

Reference 7

Resolution
verified exact
doi, observed 2026-08-07T12:46:44.354107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:46:43.534404Z digest=sha256:5f9aba2a876734ca79263a956d3ad414e59f46196027c93d28c62e3712c1ea90

Observation 4ed23265-4483-481b-919a-c89da9bf53ef · outbound

This paper cites Deepanway Ghosal, Navonil Majumder, Ambuj Mehrish, and Soujanya Poria.

ZeroSep: Separate Anything in Audio with Zero Training Deepanway Ghosal, Navonil Majumder, Ambuj Mehrish, and Soujanya Poria

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T12:46:43.625535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:46:43.625535Z digest=sha256:0ecd347b5adea43428ec5a9ba8537bd9d5bca2d88bfc3c5044e55ff9ab45b845

Observation 9eafdd2d-ab40-438c-951b-dbb32fea93b4 · outbound

This paper cites Denoising Diffusion Implicit Models.

ZeroSep: Separate Anything in Audio with Zero Training Denoising Diffusion Implicit Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T12:46:43.761287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:46:43.761287Z digest=sha256:56781899875a8152da1caddbe9db0f41b3966d8c1f1b61ea8b5cdf93a7157cdc

Observation 9f77e224-6bc4-4f47-9b94-1564d3bedd32 · outbound

This paper cites Listen, Think, and Understand.

ZeroSep: Separate Anything in Audio with Zero Training Listen, Think, and Understand

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T12:46:43.933695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:46:43.933695Z digest=sha256:f295dd99ece29dd40667edb736d5c1accc71c515c26f14485b77eb3bfffb4b2e

Observation 9660d9db-6d38-4385-b5bf-b680d944f51f · outbound

This paper cites Neural Acoustic Context Field: Rendering Realistic Room Impulse Response With Neural Fields.

ZeroSep: Separate Anything in Audio with Zero Training Neural Acoustic Context Field: Rendering Realistic Room Impulse Response With Neural Fields

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T12:46:44.096980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:46:44.096980Z digest=sha256:380a267cb5e647400c462c7d1917c2f71a38c5d892a2e0f6336f1057911d5a83

Observation 6e43ece4-32a5-48ce-b847-e4e91a16fc41 · outbound

This paper cites Fr\'echet Audio Distance: A Metric for Evaluating Music Enhancement Algorithms.

ZeroSep: Separate Anything in Audio with Zero Training Fr\'echet Audio Distance: A Metric for Evaluating Music Enhancement Algorithms

Reference 2014

Resolution
unresolved
no resolver link, observed 2026-08-07T12:46:43.839869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:46:43.839869Z digest=sha256:ecbfe45454c8d55145c634ee032a74a7320360f9d4b2d861f43f0cdc768bd418

Observation a1211c94-c403-41e2-a4f8-141178766418 · outbound

This paper cites Chao Huang, Susan Liang, Yapeng Tian, Anurag Kumar, and Chenliang Xu.

ZeroSep: Separate Anything in Audio with Zero Training Chao Huang, Susan Liang, Yapeng Tian, Anurag Kumar, and Chenliang Xu

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-07T12:46:43.691258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:46:43.691258Z digest=sha256:01516e027e31df4aaba664377094595961a15d31651e8e0b1b2bc5a1d3c55cd2

Observation 32004a1c-9d10-479e-9cf4-6788433686b0 · outbound

This paper cites Cem Subakan, Mirco Ravanelli, Samuele Cornell, Mirko Bronzi, and Jianyuan Zhong.

ZeroSep: Separate Anything in Audio with Zero Training Cem Subakan, Mirco Ravanelli, Samuele Cornell, Mirko Bronzi, and Jianyuan Zhong

Reference 2019

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T12:46:45.079394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:46:43.111796Z digest=sha256:686847742761608ef22d460f7b4d12d4787298cb146b9ddb49b266f87cb8faea

Observation 9df64849-d012-4c6f-9e7d-8dfbed5d46c9 · outbound

This paper cites Separate Anything You Describe.

ZeroSep: Separate Anything in Audio with Zero Training Separate Anything You Describe

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T12:46:43.184878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:46:43.184878Z digest=sha256:0a63afc4e5d48d419c5056fabe2712ac3bea3167cd59f065aa4dffadd84ed8e9

Observation f6c2945a-a7ca-4a6d-9803-a53ac400e410 · outbound

This paper cites Diffsinger: Singing voice synthesis via shallow diffusion mechanism.

ZeroSep: Separate Anything in Audio with Zero Training Diffsinger: Singing voice synthesis via shallow diffusion mechanism

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:46:45.232097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:46:43.471041Z digest=sha256:b7bd39adb94399cc87d7d606a82efa5b5fb1ce3903c76166af79b7a6707275ee

Observation c0dd767a-54c1-4b52-bf78-eb6630114878 · outbound

This paper cites GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities.

ZeroSep: Separate Anything in Audio with Zero Training GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T12:46:44.029065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:46:44.029065Z digest=sha256:baa370923eedccdbec035fefe4260f3962d02cf02c32b0da74d0e99919a57ce7

Observation 6837a2fa-d16b-40ac-b591-d0e0149ad48c · outbound

This paper cites Language models are few-shot learners.

ZeroSep: Separate Anything in Audio with Zero Training Language models are few-shot learners

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T12:46:43.285350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:46:43.285350Z digest=sha256:7b344e912342463769ddefdbcb4a05fa2891c4e0959e4643f351572631f0ef7b

Observation a2a5af23-ee12-4fc1-894b-3ee8b48398d6 · outbound

This paper cites Scaling Concept With Text-Guided Diffusion Models.

ZeroSep: Separate Anything in Audio with Zero Training Scaling Concept With Text-Guided Diffusion Models

Reference 2025

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:46:44.653810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T12:46:44.177017Z digest=sha256:99fada6a886914cdb456627271126aba9ff229dae5afb73effeff25e84ed245a

Pith citing papers

Observation 3a3124cf-28ce-4e0f-9763-d40762330633 · inbound

JAVEDIT: Joint Audio-Visual Instruction-Guided Video Editing with Agentic Data Curation cites this paper.

JAVEDIT: Joint Audio-Visual Instruction-Guided Video Editing with Agentic Data Curation ZeroSep: Separate Anything in Audio with Zero Training

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-07-02T02:16:26.754001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-28T11:04:49.366127Z digest=sha256:45a6f069f50c3b44e4b9eb8a5d042bf7c7ba6db0aab09d7907bb89cf792fcd0f