Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T21:28:49.832489Z
Paper Citation Record · LEDGER
As of 22 July 2026, this Paper Citation Record lists 56 of 56 outbound references and 1 inbound Pith citation observation for arXiv:2602.16197.
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, observed 2026-05-15T21:28:49.832489Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-22T06:31:00.163083+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-25T21:03:20.583079Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T19:50:10.092035Z
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c7d9282a-09fe-4ed2-bde6-c3e038315c33 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Deep Multimodal Learning with Missing Modality: A Survey
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 3039b313-75f1-4746-ace9-ff9f3f6786fd · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Multimodal Fusion on Low-quality Data: A Comprehensive Survey
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 9fc1315e-31be-47ed-b45a-9126da6169c9 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Robust multimodal learning with missing modalities via parameter-efficient adaptation.IEEE Transactions on Pattern Analysis and Machine Intelligence
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 25b81513-93a1-46a1-ad26-cd878e04eb18 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Simmlm: A simple framework for multi-modal learning with missing modality
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation c1dfc741-ac2f-46ba-ad12-4600502ead30 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation f08e7350-b142-479f-ac50-c2845b707c8b · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Enhancing multimodal entity and relation extraction with variational information bottleneck.IEEE/ACM Transactions on Audio, Speech, and Language Processing, 32:1274–1285
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 8ebfbdab-77a3-4357-bb5e-2e61ad5cbbc5 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Multimodal Prompt Learning with Missing Modalities for Sentiment Analysis and Emotion Recognition
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation fb613a2a-04ff-4e7f-b18b-646738453dc1 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Correlation-decoupled knowledge distillation for multimodal sentiment analysis with incomplete modalities
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 4de4a53e-bd13-480c-a3c5-646f11ae5ae8 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Toward robust incomplete multimodal sentiment analysis via hierarchical representation learning.Advances in Neural Information Processing Systems, 37:28515–28536
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation b90cb701-acd9-46c7-b677-d48ceb16a01e · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Multimodal reconstruct and align net for missing modality problem in sentiment analysis
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation f9a61b8c-b16e-4077-a196-619ce141e4b1 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Missing as masking: Arbitrary cross-modal feature reconstruction for incomplete multimodal brain tumor segmentation
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation b85a0ee4-d933-462d-8593-f1ee85e5aef9 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Joint variational autoencoders for multimodal imputation and embedding.Nature machine intelligence, 5(6):631–642
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 6739d438-fafe-4da2-ab22-ec2b1ad786cb · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Unified multi-modal image synthesis for missing modality imputation.IEEE Transactions on Medical Imaging, 44(1):4–18
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation b95fdb5d-f7f8-4899-bc06-b9b6bd1962c4 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training A generative random modality dropout framework for robust multimodal emotion recognition.IEEE Intelligent Systems, 40(5):62–69
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation f0e7a0e9-10c7-4d67-b4e8-c86b7a1bb004 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Progressive hard negative masking: From global uniformity to local tolerance.IEEE Transactions on Knowledge and Data Engineering, 35(12):12932–12943
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation e3617196-23fc-4cca-a653-64c212dfd148 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Multimodal information bottleneck: Learning minimal sufficient unimodal and multimodal representations.IEEE Transactions on Multimedia, 25:4121–4134
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation e67e7781-7a2c-4e48-b97c-6ba0d0876fb8 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training M3care: Learning with missing modalities in multimodal healthcare data
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation f4f9a9c7-9363-4e3f-bd41-f89d69ad06fa · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Modality translation-based multimodal sentiment analysis under uncertain missing modalities.Information Fusion, 101:101973
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 89e38ede-e45a-4bae-9e34-faf615a94352 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training A Closer Look at Multimodal Representation Collapse
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 1df46321-cdd0-418c-9ce9-c3ed5d7617ca · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Adaptive hierarchical hyper-gradient descent
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation c7dd728c-2e81-4207-938b-1669441d2ca9 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training BiAdam: Fast Adaptive Bilevel Optimization Methods
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation d6bdba7a-c076-4b4c-ade1-c94cca84081f · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Data-adaptive m-estimators for robust regression via bi-level optimization.Signal Processing, 210:109063
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 65511e42-6f34-4ebd-bfe4-56443810ea5b · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Gradient Routing: Masking Gradients to Localize Computation in Neural Networks
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation e6b22a88-e12a-4e2c-a411-6bdca13bcbae · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Projective fisher information for natural gradient descent.IEEE Transactions on Artificial Intelligence, 4(2):304–314
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 3a261bc5-4667-4e02-85a4-7e0e3ad31999 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training On information gain and regret bounds in gaussian process bandits
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation c10aaa28-aea6-447a-96b0-626de8ef4d0a · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Causal bandits with general causal models and interventions
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation c22823f2-ce51-42a0-9796-ee9cc521dab7 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 4c71b891-4e5d-4578-91ee-22430bcd8dfc · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Benchmarking multi-modal semantic segmentation under sensor failures: Missing and noisy modality robustness
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 9ef573c6-9790-4b4b-8ad4-30274919af8d · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Multimodal sentiment analysis: a survey of methods, trends, and challenges.ACM Computing Surveys, 55(13s):1–38
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation c7720e81-99b0-41f6-80df-ece99937f370 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Multimodal sentiment intensity analysis in videos: Facial gestures and verbal messages.IEEE Intelligent Systems, 31(6):82–88
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 2dc37eec-8249-481d-bf08-b4283f0a7abf · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Memory fusion network for multi-view sequential learning
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 259c718f-d885-49ee-bb6a-af406087bdf8 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Iemocap: Interactive emotional dyadic motion capture database
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 81bfda73-e8c2-4217-8186-132af84097a8 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Hybrid contrastive learning of tri-modal representation for multimodal sentiment analysis.IEEE Transactions on Affective Computing, 14(3):2276–2289
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 66a810d2-512a-4320-8915-c69ea5774855 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 0f848df2-1dde-4a8d-9b00-8471e07fec30 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Confede: Contrastive feature decomposition for multimodal sentiment analysis
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation c17c3aee-8a87-480a-9c58-4cada27364a6 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Learning from the global view: Supervised contrastive learning of multimodal representation.Information Fusion, 100:101920
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation f3f14333-0881-4ae5-b7d3-3d1b67c1a58a · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training HyDiscGAN: A Hybrid Distributed cGAN for Audio-Visual Privacy Preservation in Multimodal Sentiment Analysis
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation de406c95-da1c-4fc5-a98c-34f986231350 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Clgsi: a multimodal sentiment analysis framework based on contrastive learning guided by sentiment intensity
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 91d06541-2fc6-4136-b2e3-07fff0b5f33e · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Dlf: Disentangled-language-focused multimodal sentiment analysis
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 6124dd4c-b6ca-4dd6-9492-a8ddb1628422 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Pamoe-msa: polarity-aware mixture of experts network for multimodal sentiment analysis.International Journal of Multimedia Information Retrieval, 14(1):1–16
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 952a1dc9-afa7-4759-aea2-77ad54fb04ca · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Msamba: Exploring multimodal sentiment analysis with state space models
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 26150de5-b872-4a28-ad55-18bf89c3d068 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Two-stage finetuning of wav2vec 2.0 for speech emotion recognition with asr and gender pretraining
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 47b2b680-0207-4925-9240-d95215688735 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Learning robust self-attention features for speech emotion recognition with label-adaptive mixup
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation c9d57d8e-ff8a-40ce-86bf-51e3932f14f3 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Improving speech emotion recognition with unsupervised speaking style transfer
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 43066285-2e21-4149-8221-aa6b81eba288 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Leveraging knowledge of modality experts for incomplete multimodal learning
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation efc62b0d-df7c-472b-8f4e-4adc091419ce · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Apin: Amplitude-and phase-aware interaction network for speech emotion recognition.Speech Communication, 169:103201
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 4b3d07d8-1ac8-4096-8de8-3844ff7dabf1 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Individual-aware attention modulation for unseen speaker emotion recognition.IEEE Transactions on Affective Computing
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation d32d1ef8-5333-4a99-a8ab-e8cf75acf708 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Gatem 2 former: Gated feature selection and expert modeling in multimodal emotion recognition
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation e27a5989-e880-42f3-a592-85ebf7e47c95 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Seenet: A soft emotion expert and data augmentation method to enhance speech emotion recognition.IEEE Transactions on Affective Computing
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation eb12e2a9-38e8-4783-a1c6-a04c0baeee6f · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Gcnet: Graph completion network for incomplete multimodal learning in conversation.IEEE Transactions on pattern analysis and machine intelligence, 45(7): 8419–8432
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 1843d5c0-5c07-4624-a13f-a9daf64c3aa0 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Incomplete multimodality-diffused emotion recognition.Advances in Neural Information Processing Systems, 36:17117–17128
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 75d07e8b-21a2-4839-a15d-22bbb4a0657e · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Towards robust multimodal sentiment analysis with incomplete data.Advances in Neural Information Processing Systems, 37:55943–55974
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 34e439b8-9d99-4ecd-8e1a-7cf47c54d870 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Enhanced experts with uncertainty- aware routing for multimodal sentiment analysis
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 6a4ed4fb-7538-4c83-9b56-36d7abd310f7 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training Cider: Consensus-based image description evaluation
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 636dedab-380e-4695-9c4f-7bd50497ad25 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training RoHyDR: Robust Hybrid Diffusion Recovery for Incomplete Multimodal Emotion Recognition
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 9e6143b8-1660-425a-b9f7-e4da743a6de2 · outbound
ModalImmune: Immunity Driven Unlearning via Self Destructive Training A tail inequality for quadratic forms of subgaussian random vectors
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.
Observation 61dacc52-e012-434b-a10e-ae9009617d1b · inbound
Dual Distribution Estimation for Zero-shot Noisy Test-Time Adaptation with VLMs ModalImmune: Immunity Driven Unlearning via Self Destructive Training
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.