Paper Citation Record · LEDGER

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers

As of 4 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2512.03563.

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

pith.paper-citation-record.v1
2512.03563 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-17T02:42:02.934768Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-11T01:44:39.114282Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-11T12:15:01.025339Z

Reference resolution

30 of 30 outbound references displayed

verified exact8
verified fuzzy21
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 661058f3-b54d-4d15-bfd8-2d3102e155e8 · outbound

This paper cites https://kaggle.com/birdsong-recognition.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers https://kaggle.com/birdsong-recognition

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.859724Z

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 8dc9e576-7cc1-41cf-b8e3-08074bf993fb · outbound

This paper cites wav2vec 2.0: A frame- work for self-supervised learning of speech representations.Advances in Neural Information Processing Systems (NeurIPS), 33:12449–12460.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers wav2vec 2.0: A frame- work for self-supervised learning of speech representations.Advances in Neural Information Processing Systems (NeurIPS), 33:12449–12460

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.861988Z

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 06938c51-560e-491f-abcf-9e91c6762c4f · outbound

This paper cites Hawaiian islands cetacean and ecosystem assessment survey (hiceas) towed array data.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Hawaiian islands cetacean and ecosystem assessment survey (hiceas) towed array data

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.857443Z

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 d89469ed-2f99-44d5-821a-d874a1344bc2 · outbound

This paper cites Vggsound: A large-scale audio-visual dataset.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Vggsound: A large-scale audio-visual dataset

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.854775Z

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 ec3759ce-05f4-4169-9a66-868d5c989c39 · outbound

This paper cites Chronister, Tessa A.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Chronister, Tessa A

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.864102Z

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 8bf99629-f0d9-458a-b538-39b9a1f56b04 · outbound

This paper cites FlashAttention: Fast and memory-efficient exact attention with IO-awareness.Advances in neural information processing systems, 35:16344–16359.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers FlashAttention: Fast and memory-efficient exact attention with IO-awareness.Advances in neural information processing systems, 35:16344–16359

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.852697Z

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 310e1154-05b6-44ac-b710-15ca0830a402 · outbound

This paper cites Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-05-17T02:43:53.306962Z

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 cfe67803-4c32-4649-9b3d-c6bc4d6cd935 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Bert: Pre-training of deep bidirectional transformers for language understanding

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.850386Z

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 cc0a200a-ddda-4a4b-80b5-e1e10ee42eea · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers An image is worth 16x16 words: Transformers for image recognition at scale

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.868555Z

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 d935c4ce-d361-47f3-b463-2b9d1116b669 · outbound

This paper cites Hansford, Amanda Hoepfner, Heidi Ma, Jessica V.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Hansford, Amanda Hoepfner, Heidi Ma, Jessica V

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.847710Z

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 1d2a5f29-3e68-42ce-8ab4-63262147e70f · outbound

This paper cites SSAST: Self-supervised audio spectrogram transformer.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers SSAST: Self-supervised audio spectrogram transformer

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.898488Z

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 9775181e-868c-41da-9c7b-e90093f7c8e5 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-17T02:43:53.299758Z

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 d81efd50-1595-43a8-bf6e-99d2f7770a58 · outbound

This paper cites Aves: Animal vocalization encoder based on self-supervision.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Aves: Animal vocalization encoder based on self-supervision

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.895183Z

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 212eb9cf-ae0a-4fa2-a9dc-1bd5b4b9fff8 · outbound

This paper cites Beans: The benchmark of animal sounds.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Beans: The benchmark of animal sounds

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.892206Z

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 72d834e7-481c-4196-9200-412e51987de7 · outbound

This paper cites Deep residual learning for im- age recognition.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Deep residual learning for im- age recognition

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.890032Z

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 ec6a76d7-69f8-47f2-968c-a7b86ef19b85 · outbound

This paper cites an unresolved cited work.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-17T02:43:53.887828Z

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 3000b308-f6b2-4e82-984b-6a4d07c3ae3a · outbound

This paper cites Hubert: Self-supervised speech representation learning by masked prediction of hidden units.IEEE/ACM Trans.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Hubert: Self-supervised speech representation learning by masked prediction of hidden units.IEEE/ACM Trans

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.885724Z

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 5df84cf4-dc49-4f16-b618-88545660f5a1 · outbound

This paper cites Speech slytherin: Examining the performance and efficiency of mamba for speech separation, recognition, and synthesis.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Speech slytherin: Examining the performance and efficiency of mamba for speech separation, recognition, and synthesis

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.878534Z

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 68e552fa-b93d-4212-a98e-3b285eb21e99 · outbound

This paper cites Humbugdb: A large-scale acoustic mosquito dataset.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Humbugdb: A large-scale acoustic mosquito dataset

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.883274Z

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 51da7b47-1e8c-4880-9f97-96403013af01 · outbound

This paper cites Reformer: The Efficient Transformer.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Reformer: The Efficient Transformer

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-17T02:43:53.295689Z

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 dbac9ab8-9cc9-416e-87c3-8ed0da791eca · outbound

This paper cites Velev, Rahul Dodhia, Juan Lav- ista Ferres, and T.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Velev, Rahul Dodhia, Juan Lav- ista Ferres, and T

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.881124Z

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 2cd620ad-e893-40d0-aed9-634336458e7f · outbound

This paper cites Jamba: A Hybrid Transformer-Mamba Language Model.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Jamba: A Hybrid Transformer-Mamba Language Model

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-05-17T02:43:53.303274Z

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 81c7a487-2404-4c27-bc77-fe5100c3604e · outbound

This paper cites Few-shot bioacoustic event detection: A new task at the dcase 2021 challenge.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Few-shot bioacoustic event detection: A new task at the dcase 2021 challenge

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.876048Z

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 2995c559-ad50-4331-b621-1478d8436813 · outbound

This paper cites SELD-Mamba: Selective State-Space Model for Sound Event Localization and Detection with Source Distance Estimation.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers SELD-Mamba: Selective State-Space Model for Sound Event Localization and Detection with Source Distance Estimation

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-17T02:43:53.318485Z

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 84528c1d-b040-4b6c-8bb6-7a9d167e9ed5 · outbound

This paper cites An annotated dataset of egyptian fruit bat vocalizations across varying contexts and during vocal ontogeny.Scientific data, 4(1):1–7.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers An annotated dataset of egyptian fruit bat vocalizations across varying contexts and during vocal ontogeny.Scientific data, 4(1):1–7

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.873806Z

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 bde5723b-b63b-42d0-91c3-81db875e44c6 · outbound

This paper cites The watkins marine mammal sound database: an online, freely accessible resource.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers The watkins marine mammal sound database: an online, freely accessible resource

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.871094Z

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 6c69beef-f40e-4024-9d40-28e5fedc37d9 · outbound

This paper cites SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space Model.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space Model

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-17T02:43:53.314291Z

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 139f598c-14ec-4b28-92c7-d46fff82c816 · outbound

This paper cites Linformer: Self-Attention with Linear Complexity.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Linformer: Self-Attention with Linear Complexity

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-17T02:43:53.310407Z

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 d15e5ab1-c31b-44a8-837c-c5af369d04ea · outbound

This paper cites Barking in domestic dogs: context specificity and individual identification.Animal behaviour, 68(2):343–355.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Barking in domestic dogs: context specificity and individual identification.Animal behaviour, 68(2):343–355

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T02:43:53.866157Z

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 d8cf2014-95ab-4586-93f3-1f4d12a8a24b · outbound

This paper cites Mamba in Speech: Towards an Alternative to Self-Attention.

State Space Models for Bioacoustics: A Comparative Evaluation with Transformers Mamba in Speech: Towards an Alternative to Self-Attention

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-17T02:43:53.321894Z

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.

Pith citing papers

Observation dd9ba500-aa71-4be2-ae7d-6aa31ea56e79 · inbound

A Self-Supervised Approach for Minimal-Annotation Hydroacoustic Data Exploration cites this paper.

A Self-Supervised Approach for Minimal-Annotation Hydroacoustic Data Exploration State Space Models for Bioacoustics: A Comparative Evaluation with Transformers

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-11T01:47:42.072710Z

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.