Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 55 inbound Pith citation observations for arXiv:2110.04366.
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 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-09T21:39:57.777925Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T15:59:57.198158Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 6f8427ff-f2cc-4782-8023-fc44bb06331a · inbound
ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8ccd8092-1ad9-4eb3-a1e3-cd32645217c2 · inbound
A Comprehensive Overview of Large Language Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7cd7cd48-b64f-4a6e-a738-ca57b07e6b9f · inbound
Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 05575135-b6b6-4e13-8305-b5332079fafa · inbound
Mixture-of-Depths: Dynamically allocating compute in transformer-based language models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a7721538-11c9-406b-af25-5b10904daabe · inbound
LLaVA-Video: Video Instruction Tuning With Synthetic Data Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1ffe2887-3474-41ee-85b3-3ab7bc218902 · inbound
Small Language Models (SLMs) Can Still Pack a Punch: A survey (updated 2026) Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 07d68aae-cae1-4fc3-b2e1-7bd730a9406b · inbound
MPLinker: Multi-template Prompt-tuning with Adversarial Training for Issue-commit Link Recovery Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82664719-81a5-4b27-b7f9-20b7b9769820 · inbound
Sparse Gradient Compression for Fine-Tuning Large Language Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 480f3936-6c5f-47f4-b476-27db636be5a3 · inbound
Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9552025f-561f-4ad3-bfa0-0cff81cb0210 · inbound
SSH: Sparse Spectrum Adaptation via Discrete Hartley Transformation Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c15031e-35fe-429c-bb89-170461db5388 · inbound
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic Transformations Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bf46535-cc36-49d7-abf5-1af770924f88 · inbound
Scaling Laws for Forgetting during Finetuning with Pretraining Data Injection Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f3ce6db-8dac-4a4f-b75e-d6e9a9e4ead6 · inbound
Histogram-based Parameter-efficient Tuning for Passive and Active Sonar Classification Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2ea82fa2-2bc5-4109-83d7-90aa6cb0a636 · inbound
HOFT: Householder Orthogonal Fine-tuning Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 349fad85-5659-4f1a-85ae-adbb24d39c82 · inbound
Mixture of Low Rank Adaptation with Partial Parameter Sharing for Time Series Forecasting Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1910a40c-2b2d-4a7b-b111-7de8a666a1e3 · inbound
Cuff-KT: Tackling Learners' Real-time Learning Pattern Adjustment via Tuning-Free Knowledge State Guided Model Updating Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab92520c-962e-4c29-bbe8-9f9fd5c55119 · inbound
Improved Representation Steering for Language Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60f2895d-e6e4-403e-aac4-09edf17a3ef5 · inbound
MAP: Revisiting Weight Decomposition for Low-Rank Adaptation Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f589c69-b7f8-4efc-9ca3-48c8b3ef05af · inbound
Weight Spectra Induced Efficient Model Adaptation Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5b9917a-d205-4540-9e0d-194dbd11f95f · inbound
SenWiCh: Sense-Annotation of Low-Resource Languages for WiC using Hybrid Methods Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bca62f34-9983-4b60-8047-5cac9c8e506c · inbound
iDPA: Instance Decoupled Prompt Attention for Incremental Medical Object Detection Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40e3f879-a194-470e-a1e5-76fa5228ddfb · inbound
GaRA-SAM: Robustifying Segment Anything Model with Gated-Rank Adaptation Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ff8c840-e0e0-4426-a12c-dd372f201e70 · inbound
A Systematic Review of Poisoning Attacks Against Large Language Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdf6c6db-7c5b-48b9-a443-307acc0c4f4e · inbound
PrunePEFT: Iterative Hybrid Pruning for Parameter-Efficient Fine-tuning of LLMs Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 582f3bc9-43a9-4b30-80ad-3c3bb71c53fa · inbound
Efficient Medical Vision-Language Alignment Through Adapting Masked Vision Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 198e7b69-e019-4e8f-8490-854de160bbb5 · inbound
Slimming Down LLMs Without Losing Their Minds Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9cd9a7cb-07f0-49eb-bc91-7b730ad0733e · inbound
PLoP: Precise LoRA Placement for Efficient Finetuning of Large Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c78e83f-408e-49c3-965f-c1d1ff82a285 · inbound
Learning Text Styles: A Study on Transfer, Attribution, and Verification Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b59ea818-15c0-4114-aec3-d93adb587546 · inbound
Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5dd8bd8b-4b8f-43cf-a6a6-74e2844410db · inbound
Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25212929-ddc7-4d83-aff6-9f3f1cf69c2b · inbound
AI-driven Remote Facial Skin Hydration and TEWL Assessment from Selfie Images: A Systematic Solution Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1828c1c-5512-4172-a9c1-b6674de2ba2f · inbound
MHA-RAG: Improving Efficiency, Accuracy, and Consistency by Encoding Exemplars as Soft Prompts Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b83e1fc-ca50-426b-8b12-624837f3f0e7 · inbound
LoRA-DA: Data-Aware Initialization for Low-Rank Adaptation via Asymptotic Analysis Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cc011b32-1f9b-4534-98a4-de03bd850770 · inbound
PLATE: Plasticity-Tunable Efficient Adapters for Geometry-Aware Continual Learning Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 626017d0-72ea-4b48-bf41-229ccb0386a1 · inbound
CeRA: Breaking the Linear Ceiling of Low-Rank Adaptation with Non-linearity Retained at Inference Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 778fc810-a2be-4c21-a5ea-f921f334d761 · inbound
CeRA: Breaking the Linear Ceiling of Low-Rank Adaptation with Non-linearity Retained at Inference Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 573a5c76-58f1-4e07-9a12-8afd6c39dfa0 · inbound
CoMoL: Efficient Mixture of LoRA Experts via Dynamic Core Space Merging Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff8a596f-8db3-483c-a55a-5a6c89edaa95 · inbound
Visual prompting reimagined: The power of the Activation Prompts Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d6255b49-e44d-490a-8017-23ab6de94976 · inbound
The nextAI Solution to the NeurIPS 2023 LLM Efficiency Challenge Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 96746b8e-8336-4f69-ba52-35121529d090 · inbound
SOLARIS: Speculative Offloading of Latent-bAsed Representation for Inference Scaling Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 565d69e3-a64f-46bd-b29c-715de8ccb85d · inbound
SEATrack: Simple, Efficient, and Adaptive Multimodal Tracker Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7f2fb68b-53d9-4132-9286-ba923f78aca2 · inbound
TLoRA: Task-aware Low Rank Adaptation of Large Language Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e833147b-fb1f-4f9c-8d5f-d1b87c585d7a · inbound
FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ba68fb69-b8d6-471d-826f-38132c0f5876 · inbound
Deep Reprogramming Distillation for Medical Foundation Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 510df68e-ea48-4959-a1e4-b1d351957253 · inbound
Plug-and-play Class-aware Knowledge Injection for Prompt Learning with Visual-Language Model Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bbac2f63-5df0-47e1-b7d0-3790344012db · inbound
Pretraining Induces a Reusable Spectral Basis for Downstream Task Adaptation Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 65c235a2-fcb9-493b-ad22-26d664d6d103 · inbound
PEML: Parameter-efficient Multi-Task Learning with Optimized Continuous Prompts Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e49452e1-76f1-467a-92d8-5a6006b5f592 · inbound
Neutral-Reference Prompting for Vision-Language Models Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d8ca35aa-4cdd-420b-b0d4-ff21b47e2dd9 · inbound
Polaris: Scaling Up Instruction-Guided Image Generation Towards Millions of Personalized Style Needs Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 35ec3b66-80e8-458b-a8ca-a31a65184b7d · inbound
From Efficiency to Leakage -- Privacy Backdoor in Federated Language Model Fine-Tuning Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 97cca450-4ca1-483d-908b-b99dc683e31d · inbound
Dual-Branch Cross-Projection Debiasing through Diffusion-based Disentanglement Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 053c90e6-7558-470d-a565-ba5bd1e9130c · inbound
Geometry-Preserving Orthonormal Initialization for Low-Rank Adaptation in RLVR Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2e99583f-6963-4a48-aea9-da720f810be0 · inbound
RSRA: Training-Free Probing of Representation Sensitivity for Efficient LoRA Rank Allocation Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c1c03d2-17b8-4ab4-a286-7a418dd79f5f · inbound
Capacity and Redundancy Trade-offs in Multi-Task Learning Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0eade630-ba7c-4f54-8f24-4c44c6db2a7d · inbound
Test-Time Scaling via Error Localization Towards a Unified View of Parameter-Efficient Transfer Learning
Reference 165
Source-reported events for the cited work
Unavailable: canonical work link unavailable.