Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 67 inbound Pith citation observations for arXiv:2104.01778.
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
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-08T15:45:46.102491Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
31
pith, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
Observation 01a0685b-d2c9-4e6d-8743-21b5b06fdc70 · inbound
Fine-tuning Multimodal Transformers on Edge: A Parallel Split Learning Approach AST: Audio Spectrogram Transformer
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d3c259c-a869-4382-9f1b-db706ca8510a · inbound
Histogram-based Parameter-efficient Tuning for Passive and Active Sonar Classification AST: Audio Spectrogram Transformer
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d15fcc3d-a5ac-40e7-ad52-82e7c5442a09 · inbound
M2R2: MultiModal Robotic Representation for Temporal Action Segmentation AST: Audio Spectrogram Transformer
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 38a50e74-8e1a-413a-b738-fa01f4a63aed · inbound
Time to Embed: Unlocking Foundation Models for Time Series with Channel Descriptions AST: Audio Spectrogram Transformer
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0a6ad1d-e84c-4249-8d2c-30989aefec82 · inbound
Self-Supervised and Generalizable Tokenization for CLIP-Based 3D Understanding AST: Audio Spectrogram Transformer
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97f0c727-3582-48f2-a390-b9c466e8895d · inbound
Patient Domain Supervised Contrastive Learning for Lung Sound Classification Using Mobile Phone AST: Audio Spectrogram Transformer
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51050fcc-6128-4bf5-9f37-6ae9629031e9 · inbound
Bridging the Gap Between Semantic and User Preference Spaces for Multi-modal Music Representation Learning AST: Audio Spectrogram Transformer
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c04a309-fe78-440d-a9e4-e78b200334ce · inbound
Acoustic Classification of Maritime Vessels using Learnable Filterbanks AST: Audio Spectrogram Transformer
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c6fa41f-8e91-4b11-9f99-2e7d678586f3 · inbound
Comparison of spectrogram scaling in multi-label Music Genre Recognition AST: Audio Spectrogram Transformer
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0827d5e9-db23-479a-a2c8-f592474ded7b · inbound
Multimodal Zero-Shot Framework for Deepfake Hate Speech Detection in Low-Resource Languages AST: Audio Spectrogram Transformer
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b9c80ef-eee0-4785-8783-162fa92a9b07 · inbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning AST: Audio Spectrogram Transformer
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3dc17cb-3d4d-4633-a78d-5a05ae4ce08f · inbound
PromptTSS: A Prompting-Based Approach for Interactive Multi-Granularity Time Series Segmentation AST: Audio Spectrogram Transformer
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61012109-f531-4814-87f9-741cb0120e8d · inbound
SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic Soundscapes AST: Audio Spectrogram Transformer
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1224e34d-2cf2-4b69-871b-9e6e86eb0d7a · inbound
Acoustic scattering AI for non-invasive object classifications: A case study on hair assessment AST: Audio Spectrogram Transformer
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 11034275-b9fd-4b76-825e-0e803916ec81 · inbound
Tactile Beyond Pixels: Multisensory Touch Representations for Robot Manipulation AST: Audio Spectrogram Transformer
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d44c70f8-fdad-4b84-9c0a-2e4aeeec1de7 · inbound
Deciphering GunType Hierarchy through Acoustic Analysis of Gunshot Recordings AST: Audio Spectrogram Transformer
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c05c7cc8-342f-42bd-b773-1ecfc5832b33 · inbound
MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing AST: Audio Spectrogram Transformer
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c94d390-fc21-4de9-bc15-50679fe0be39 · inbound
IMPACT: Industrial Machine Perception via Acoustic Cognitive Transformer AST: Audio Spectrogram Transformer
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8eeb24fa-c3e4-4bf2-bce0-6e3ca5a37666 · inbound
Dynamic Inter-Class Confusion-Aware Encoder for Audio-Visual Fusion in Human Activity Recognition AST: Audio Spectrogram Transformer
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5ee46f4-7d1b-482f-8cad-1e106d61c0a3 · inbound
OmniVec2 -- A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning AST: Audio Spectrogram Transformer
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8517328c-d79c-4fe0-ab3a-4c568edbdbc9 · inbound
Your Attention Matters: to Improve Model Robustness to Noise and Spurious Correlations AST: Audio Spectrogram Transformer
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3733418c-44e5-49db-9337-763e77badd5f · inbound
Angle-distance decomposition based on deep learning for active sonar detection AST: Audio Spectrogram Transformer
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 187f7f20-0af3-4e6f-a632-27b512db3adc · inbound
Attention-Driven Multimodal Alignment for Long-term Action Quality Assessment AST: Audio Spectrogram Transformer
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec3e673b-b559-47b2-9a43-6d0e13f0a606 · inbound
A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection AST: Audio Spectrogram Transformer
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ebee6d5-741f-4ff4-8e8c-f667f7641f9a · inbound
CoughViT: A Self-Supervised Vision Transformer for Cough Audio Representation Learning AST: Audio Spectrogram Transformer
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe0e9cbf-465b-4124-add9-cd02e8b51251 · inbound
Full-Frequency Temporal Patching and Structured Masking for Enhanced Audio Classification AST: Audio Spectrogram Transformer
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6ded1af-efc1-4f22-8969-8af1e09bab3e · inbound
AudioRWKV: Efficient and Stable Bidirectional RWKV for Audio Pattern Recognition AST: Audio Spectrogram Transformer
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5454e27e-3978-4895-b890-ff6d4fdc329f · inbound
Region-Specific Audio Tagging for Spatial Sound AST: Audio Spectrogram Transformer
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c8f2938-b5ec-4e79-bc31-69f1150fe6ea · inbound
DHAuDS: A Dynamic and Heterogeneous Audio Benchmark for Test-Time Adaptation AST: Audio Spectrogram Transformer
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd600482-91dc-4516-812f-d3d1c422a6a9 · inbound
EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs AST: Audio Spectrogram Transformer
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b53fdc8-ce7d-4013-8433-d8ec055fe305 · inbound
Evolution Strategy-Based Calibration for Low-Bit Quantization of Speech Models AST: Audio Spectrogram Transformer
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27691a8d-3392-447b-a95e-8ae39e8c515f · inbound
Distance-aware Soft Prompt Guidance for Multimodal Valence-Arousal Estimation AST: Audio Spectrogram Transformer
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58e6f0ec-2300-4524-a115-a6013ed7cf5b · inbound
Distance-aware Soft Prompt Guidance for Multimodal Valence-Arousal Estimation AST: Audio Spectrogram Transformer
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7249a03e-1374-4c98-999a-5bff152da504 · inbound
AILive Mixer: A Deep Learning based Zero Latency Automatic Music Mixer for Live Music Performances AST: Audio Spectrogram Transformer
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8e2cb717-2ed5-47e2-b512-a7ae3193f5e6 · inbound
VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection AST: Audio Spectrogram Transformer
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f019eacc-3ae5-417e-a3fb-14bb7a65e392 · inbound
VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection AST: Audio Spectrogram Transformer
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b742e924-0625-4fa9-b903-0304ceeb93ef · inbound
You're Pushing My Buttons: Instrumented Learning of Gentle Button Presses AST: Audio Spectrogram Transformer
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9b2ae9ef-aa66-4908-9297-0e7607a3ce8a · inbound
ULTRAS -- Unified Learning of Transformer Representations for Audio and Speech Signals AST: Audio Spectrogram Transformer
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 577f6175-6b60-4cc5-8c72-478535f98a1e · inbound
Transformer Based Machine Fault Detection From Audio Input AST: Audio Spectrogram Transformer
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 53aa65a0-6c2c-4ed2-8ded-2b61b1ae3e86 · inbound
SAND: The Challenge on Speech Analysis for Neurodegenerative Disease Assessment AST: Audio Spectrogram Transformer
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b13af13b-949f-42cd-886b-cd2a1549b568 · inbound
SAND: The Challenge on Speech Analysis for Neurodegenerative Disease Assessment AST: Audio Spectrogram Transformer
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 48a6654c-096e-4e0f-b0c3-5aedb84ecdd6 · inbound
LIMSSR: LLM-Driven Sequence-to-Score Reasoning under Training-Time Incomplete Multimodal Observations AST: Audio Spectrogram Transformer
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1e947acc-fc63-438d-920b-2950bf62b7eb · inbound
Ablation Study of Multimodal Perception, Language Grounding, and Control for Human-Robot Interaction in an Object Detection and Grasping Task AST: Audio Spectrogram Transformer
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 16c3a374-396b-43d0-afd0-12522711e9af · inbound
MLCR: Multi-Level Cue Refinement for Long-Term Multimodal Action Quality Assessment AST: Audio Spectrogram Transformer
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ce36f806-6d6a-4147-9279-af992c73bede · inbound
MLCR: Multi-Level Cue Refinement for Long-Term Multimodal Action Quality Assessment AST: Audio Spectrogram Transformer
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8a56aa81-c172-4261-a63a-ec81575ad4a6 · inbound
Meow-Omni 1: A Multimodal Large Language Model for Feline Ethology AST: Audio Spectrogram Transformer
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 57381c1c-f06f-466c-8c3d-67561f8eafb9 · inbound
SpurAudio: A Benchmark for Studying Shortcut Learning in Few-Shot Audio Classification AST: Audio Spectrogram Transformer
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1dd84bca-75b8-46e6-9ebe-53b37d67df03 · inbound
Beyond the Cartesian Illusion: Testing Two-Stage Multi-Modal Theory of Mind under Perceptual Bottlenecks AST: Audio Spectrogram Transformer
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4249f01b-8d80-4e25-b6e2-b183a8d2247b · inbound
Executable Boundary Contracts for Sound Event Traces AST: Audio Spectrogram Transformer
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3745e5c3-2267-41b5-85fd-29383faed294 · inbound
SEABAD: A Tropical Bird Activity Detection Dataset for Passive Acoustic Monitoring AST: Audio Spectrogram Transformer
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1f230ac2-e242-4201-aaec-2785f9371ea4 · inbound
Vanilla ViT for Automotive Point Cloud Semantic Segmentation AST: Audio Spectrogram Transformer
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 79a0c5a1-e41e-4da2-a7b9-76439e90c096 · inbound
VZCrash: A Large-Scale IMU Dataset of Ego-Vehicle Crashes AST: Audio Spectrogram Transformer
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 38c1f98c-db25-4100-97e8-37d637422426 · inbound
Spatial-Omni: Spatial Audio Understanding Integration in Multimodal LLMs via FOA Encoding AST: Audio Spectrogram Transformer
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2f5c5f4d-f89e-4efb-84c6-3ca6ead98307 · inbound
Exploiting Neural Audio Codec Latents for Adversarial Audio Attacks AST: Audio Spectrogram Transformer
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1e8a4258-05c4-496c-a285-fc7292e5f1a8 · inbound
Hierarchical Policy Learning via Spectral Decomposition AST: Audio Spectrogram Transformer
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8376e35f-5aeb-4bfc-aea8-66cf16962f44 · inbound
From Objectives to Applications: Aligning Architectural Biases in Audio Self-Supervised Learning AST: Audio Spectrogram Transformer
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 72ec0e18-affb-4907-b025-eab7b13a238f · inbound
From Technical Metrics to User Perception: A User Study of a Multimodal Human-Robot Interaction System for Object Detection and Grasping AST: Audio Spectrogram Transformer
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5007d59f-a0c7-47ef-895d-12c7941baa41 · inbound
Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction AST: Audio Spectrogram Transformer
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c833f037-7ac7-4bb4-bdba-b8fa6319ee30 · inbound
Adaptive Loss Balancing for Multi-Task Bioacoustic Classification of Bird Species and Call Types AST: Audio Spectrogram Transformer
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ff1e287-e2f7-45a9-be69-aa56a79d659c · inbound
Auto-AEG: Scalable Data Construction for Open-Vocabulary Audio Event Grounding AST: Audio Spectrogram Transformer
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63db0a09-07e1-4d4e-ab3c-737933b8431d · inbound
Auto-AEG: Scalable Data Construction for Open-Vocabulary Audio Event Grounding AST: Audio Spectrogram Transformer
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df60abc3-6fc7-4117-b82c-f3d56fab2cd9 · inbound
Unified Audio Intelligence Without Regressing on Text Intelligence AST: Audio Spectrogram Transformer
Reference 275
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 96f767a6-a5e6-4d7e-af2a-07e0867fffd4 · inbound
Unified Audio Intelligence Without Regressing on Text Intelligence AST: Audio Spectrogram Transformer
Reference 275
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5d7c464-179b-4235-9533-b249f0dc72fc · inbound
Semantic Audio-driven Understanding for Dynamic Humanoid Whole Body Control AST: Audio Spectrogram Transformer
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c258ffe-b7ea-4d76-b567-bc9840e800a3 · inbound
Can Tokens Compete? Token Representations against Supervised CNN Backbones for BirdCLEF+ 2026 AST: Audio Spectrogram Transformer
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54d88d1b-54d3-4e2b-9bf3-ca5ac6e69a09 · inbound
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging AST: Audio Spectrogram Transformer
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e37716a-9121-400b-9b27-1e5fa08dee4d · inbound
Device Invariance using Domain Adaptation on Acoustic Scene Classification AST: Audio Spectrogram Transformer
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.