Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:22:23.636111Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 78 of 78 outbound references and 0 inbound Pith citation observations for arXiv:2504.18437.
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 2026-08-16T10:22:23.636111Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
78 of 78 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation bd477fb6-98a3-4598-b7ee-1685624568bb · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse On the implicit geometry of cross- entropy parameterizations for label-imbalanced data
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8fcd59ed-6060-4484-8bc9-912eb0a29931 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Dark experience for gen- eral continual learning: a strong, simple baseline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa683e06-3488-4974-a7e7-28257bcb0481 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Riemannian walk for incremen- tal learning: Understanding forgetting and intransigence
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c7fae13-7a8d-41c8-ab55-33925d61792d · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse MMDetection: Open MMLab Detection Toolbox and Benchmark
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9c1db76-1670-497d-8b2b-a297330e9b34 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Adaptformer: Adapting vision transformers for scalable visual recogni- tion
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2cbdebd0-6f6f-4e9a-a262-009f84c83a02 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse MMSegmentation: Openmmlab semantic segmentation toolbox and benchmark
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a234f653-62ea-478f-822b-d439cbffbc6b · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbd8f143-b437-49fe-83c9-c37eeb3ff9a7 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Podnet: Pooled outputs dis- tillation for small-tasks incremental learning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 516b1e43-1593-4367-8639-e14fae4734ac · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Explor- ing deep neural networks via layer-peeled model: Minority collapse in imbalanced training
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fa505357-e69d-40ba-b93e-39a165c92e5a · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse On the Role of Neural Collapse in Transfer Learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32414a1a-bec5-43e6-9f73-d65f9a0810bc · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse A unified continual learn- ing framework with general parameter-efficient tuning
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 728fd66d-311b-437c-aadf-7ab109c7e9c8 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Fast r-cnn
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64eefe4c-8c87-4ae0-830c-45910e22d2f7 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Dissecting supervised contrastive learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 690d8d88-da45-451a-a8b5-7fbffde9852c · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b484a9b-f22b-4864-a48b-272cf6903425 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Deep residual learning for image recognition
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ee1f9a56-507a-4d7b-abee-7570bb0b1fe1 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Identity mappings in deep residual networks
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 88262658-04b6-4ea3-b74c-5a5b8a17957b · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Con- strained few-shot class-incremental learning
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1ae32fff-3af6-45df-95c6-9f8035c287aa · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Distilling the Knowledge in a Neural Network
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a52c377d-54f3-4fc9-bbb1-13fe7f4a20d0 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Learning a unified classifier incrementally via rebalancing
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3beffed-1515-428c-86de-34a14721359a · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse LoRA: Low-Rank Adaptation of Large Language Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4614bc54-07e7-4a8a-9af9-247eb71cb567 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Squeeze-and-excitation net- works
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ee42a6b9-310e-4078-8fef-73b8e3baeb6d · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Neural Collapse Inspired Federated Learning with Non-iid Data
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a94713f0-4a55-4181-92d3-0cc56b42eb49 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse An Unconstrained Layer-Peeled Perspective on Neural Collapse
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e403fd4b-8818-4569-b8db-31ca28f38eaa · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Vi- sual prompt tuning
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9a7b9bf2-1894-4c5b-88f5-2901b25e8c79 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Class- incremental learning by knowledge distillation with adaptive feature consolidation
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f12aa4c8-48eb-4264-b633-7ce2f0cca3be · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Overcoming catastrophic forgetting in neu- ral networks
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea043005-8040-4eb1-ae34-619def2a6a55 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Learning multiple layers of features from tiny images
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae5ffc2a-76e7-4d6c-b1d8-7337d32bdd53 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Overcoming catastrophic forget- ting by incremental moment matching
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2245b54f-e661-4ddd-91ba-fbef2869f5ea · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse The Power of Scale for Parameter-Efficient Prompt Tuning
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33810f64-15b1-48d5-8b0f-2600c527079a · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Understanding and Improving Transfer Learning of Deep Models via Neural Collapse
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 421dccbe-01be-4681-9a59-52eacdc797cf · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Learning without forgetting
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 134228f8-1272-42ed-b42a-37d9a49f4ba7 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Feature pyra- mid networks for object detection
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9afac22c-da25-495c-b3ff-e2bfc55eb5f8 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Model behavior preserving for class-incremental learning
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c85646a-139e-4023-b079-622c574ebb2b · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Neural collapse under cross-entropy loss
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 36ef5cae-82f1-44d7-8c88-c0f1e00ce31f · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1d4af52a-19df-4b06-b1d4-9c891334d25f · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Neural col- lapse with unconstrained features
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2b53836c-4a33-476a-9076-bd460a65bc55 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Traces of class/cross-class structure per- vade deep learning spectra
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 97ba17d8-52ce-4640-b63e-b57456f7d4d7 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Prevalence of neural collapse during the terminal phase of deep learning training
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 99e0f779-2fa7-4327-8d98-b56bbc268fb9 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Explicit regularization and implicit bias in deep network classifiers trained with the square loss
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e6eb93b-ebd5-4969-b4cc-516091469fe5 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Gdumb: A simple approach that questions our progress in continual learning
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c343b944-ddcc-4a5e-a1ef-74cc77d5f56d · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse icarl: Incremental classifier and representation learning
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cb77480-39f1-4550-af92-5c134a41a413 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Progressive Neural Networks
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e7598a7-e64c-4c3a-b575-e7b6e61fa250 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Overcoming catastrophic forgetting with hard attention to the task
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2274a19f-5df4-487f-aa2d-c637c1a2a3f8 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Coda-prompt: Contin- ual decomposed attention-based prompting for rehearsal-free continual learning
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a10ce7cd-4f2c-42f6-a640-0970680d7983 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Imbalance trouble: Revisiting neural-collapse geometry
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation be7bdf33-3173-4f13-9129-e2230a1eb30f · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Extended unconstrained fea- tures model for exploring deep neural collapse
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 37e29b47-d0b6-4fc5-9b43-5ba4ba062660 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Visualizing data using t-sne
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 853bdf84-4ef3-40a4-92fe-c4d5097f4321 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse The caltech-ucsd birds-200-2011 dataset
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55b6107c-787a-4c54-a30a-b1ca79ba04aa · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Triple-memory networks: A brain-inspired method for continual learning
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7f8d0daa-14cb-4da2-9324-807e83c8387c · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Ordisco: Effective and efficient usage of incremental unlabeled data for semi-supervised continual learning
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4dbac826-4fc0-4f0f-8fde-01c88267e063 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Coscl: Cooperation of small continual learners is stronger than a big one
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cd9f6408-b5e7-457f-8e91-25fdf32a0682 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Memory Replay with Data Compression for Continual Learning
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ad95bdf-facc-47e2-896c-e86fb21b6aec · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Hierarchical decomposition of prompt-based continual learning: Rethinking obscured sub- optimality
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b08df21c-8707-4c35-b996-5b8f0f760751 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Towards understanding neural collapse in supervised contrastive learning with the information bottleneck method
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b1dd791-1b84-4b91-a2c5-3287c3d19aa6 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Dualprompt: Complementary prompting for rehearsal-free continual learning
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85d8ded3-9483-4a32-89d8-45dd862f7b9d · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Learning to prompt for con- tinual learning
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 684ba6dc-d13b-403e-a241-dbf101065a3b · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse On the emergence of simplex symmetry in the final and penultimate layers of neural network classifiers
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bbe19995-2629-4f35-8a0c-b81e85312cb4 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Large scale incre- mental learning
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48d4b8fb-e81c-4e90-8a79-a085ea2131b6 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Neural collapse inspired attraction–repulsion-balanced loss for im- balanced learning
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf3b29cb-5cd8-4ae0-9c98-3797048b5abe · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Continual object detection via prototypical task correlation guided gating mechanism
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ada17ae3-6435-4151-914f-fcef5bf08966 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Unresolved cited work
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dd9682e4-520b-40f0-9078-aba3a4d99883 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Separation and Concentration in Deep Networks
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1efe2f57-72bd-4a6e-b555-d6b423f8d05f · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Contin- ual learning through synaptic intelligence
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ac9bd22-d4ce-4b2e-a107-eb4155e6cc4c · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8e163b3-2615-4e78-8f61-8740c849b497 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Slca: Slow learner with classifier align- ment for continual learning on a pre-trained model
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a62251e8-d5b4-4a2f-b12c-c5fd2313c662 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Class-incremental learning via deep model consolidation
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5e9dfa14-6bb0-46cf-95f6-46b7946f5b19 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Benchmarking omni-vision representation through the lens of visual realms
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f71b2450-3e94-4574-89f3-adc4fe4f3bb3 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Pyramid scene parsing network
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ef730bb7-382f-48fc-bd35-402baed0880c · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Understanding imbalanced semantic segmentation through neural collapse
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 77a097fb-5312-4631-8e37-f2a8678a9180 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Revisiting class-incremental learning with pre- trained models: Generalizability and adaptivity are all you need
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7b85f8d2-41bd-481a-99ac-2707619a97d4 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Continual Learning with Pre-Trained Models: A Survey
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ced4e04a-bbb2-4aed-b495-19de3a6689df · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Expandable subspace ensemble for pre-trained model- based class-incremental learning
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e4a01aac-4117-4ab1-b4ba-d040ed0f85d3 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse On the optimization landscape of neural col- lapse under mse loss: Global optimality with unconstrained features
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 43f748c6-c96a-4e1f-9d01-ffdfc14fe5ed · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Melo: Low-rank adaptation is better than fine-tuning for medical image diagnosis
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18035dfa-1ef8-489b-b887-39f6d82af037 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse A geometric analysis of neu- ral collapse with unconstrained features
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dd92bb0d-3d49-48bb-bf4a-95a617cd9fa8 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Each class includes 100 images
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7aab7921-dd9d-477d-adde-c7ffee39e6b4 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Unresolved cited work
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 437d4e35-735c-4f4e-ab03-96d51f38ed85 · outbound
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Unresolved cited work
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.