Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T16:33:53.634697Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2502.06173.
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 2026-08-08T16:33:53.634697Z
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
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 17325107-d565-465a-9d7a-40c94d056122 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Interactome: gateway into systems biology,
Reference 1
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 19dfb6d8-69f6-476b-b54f-bb01b330f518 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Chapter 4: Protein interactions and disease,
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 dc3669a7-da35-49a4-8b0d-4261f6d0b51a · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis The STRING database in 2023: protein-protein association networks and functional enrichment analyses for any sequenced genome of interest,
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 a3bbe496-adab-4001-8828-bd07777b70c2 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis The BioGRID interaction database: 2019 update,
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 782723dc-6e25-4c70-856f-156a188aefac · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis The MIntAct project–intact as a common curation platform for 11 molecular interaction databases,
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 7095deca-127e-4bf4-a169-b04369e2f4b2 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Identification of direct residue contacts in protein–protein interaction by message passing,
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 dc833077-3a1a-4b9e-b9a0-68988765221a · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis BIPSPI: A method for the prediction of partner-specific protein-protein interfaces,
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 074ad889-7532-45df-b825-80201be95df2 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Cornea: A pipeline to decrypt the inter-protein interfaces from amino acid sequence information,
Reference 8
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 774bc66d-67b5-4f14-874c-fbb30821c835 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis State-of-the-art computational methods to predict protein–protein interactions with high accuracy and coverage,
Reference 9
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 10fa0f3f-b94b-4d77-b28c-02db68969981 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Revolutionizing protein–protein interaction prediction with deep learning,
Reference 10
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 99816312-957f-4266-8bac-0641b210bab8 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Protein- protein interaction prediction with deep learning: A comprehensive review,
Reference 11
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 0184ac29-1a0c-44f0-bca7-f2a60c47d1fd · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfff4f17-9560-4f24-bb4a-8627f3072fe1 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Large Language Models: A Survey
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 585328ec-e7cd-41fc-9666-db12e43380a3 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Language models are unsupervised multitask learners,
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 bd9f89a4-74b0-491c-99c8-0524e80c9937 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Language models are few-shot learners,
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 d106d3cd-2ee7-469a-8766-774c1bb6bd2a · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis GPT-4 Technical Report
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4f19335-9fb9-4925-bee7-7f539c49aa73 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis The Llama 3 Herd of Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c075c1cd-44c5-48a6-aa0c-0dff5aacd5b1 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis scgpt: toward building a foundation model for single-cell multi-omics using generative ai,
Reference 18
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 5bdd3f59-9594-4102-af90-9b989c60210c · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis BioGPT: Generative pre- trained transformer for biomedical text generation and mining,
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 e77de0ef-d933-4b0c-97f0-f6202c07e0b3 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Large language models encode clinical knowledge,
Reference 20
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 fbff4be2-2ec6-4502-b163-3949ce317a0b · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3bd2310-e59f-4664-ae13-484f604e5b45 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis ChemCrow: Augmenting large-language models with chemistry tools
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de414767-efe5-4bf7-905c-73fbc72496bd · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Galactica: A Large Language Model for Science
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15e23fd8-2808-4a1b-b894-27a405414ed0 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis BloombergGPT: A Large Language Model for Finance
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f90f075-12f4-470a-b1dd-1ee9f2ba4814 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis ClimateGPT: Towards AI Synthesizing Interdisciplinary Research on Climate Change
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6ca0726-96cf-4222-a92e-8277c2a3d864 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis ProteinBERT: a universal deep-learning model of protein sequence and function,
Reference 26
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 245bd240-51b8-4521-9e35-4c7d250852ff · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Simulating 500 million years of evolution with a language model,
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 7689e936-b715-41cb-a6cb-b4b3edf8212c · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis BioMedGPT: Open Multimodal Generative Pre-trained Transformer for BioMedicine
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8523b3e4-ffab-4bf8-981a-f5ea64602f7b · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Evaluating large language models for predicting protein behavior under radiation exposure and disease conditions,
Reference 29
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 d3ef466b-d419-4120-9ada-924773b9ce28 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Think twice before trusting: Self-detection for large language models through comprehensive answer reflection,
Reference 30
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 460e8164-0fbe-4fec-a852-8c46038d6c5a · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2f0ea1d-8596-401a-a1cd-3f5abadff337 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Taming Overconfidence in LLMs: Reward Calibration in RLHF
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b62ced0-8219-423e-b287-b378f7d0dacf · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Preserving Pre-trained Features Helps Calibrate Fine-tuned Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 895b1975-945c-49b2-9bad-e174b3c84cea · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Unresolved cited work
Reference 34
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 578045bd-2b2a-43c5-84a4-53784166f842 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis What are Bayesian neural network posteriors really like?,
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 fe287104-f7b9-454a-a500-008630676ff7 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Weight uncertainty in neural network,
Reference 36
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 69c7526e-78b9-4ed2-8424-945b818160c2 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Layer adaptive node selection in Bayesian neural networks: Statistical guarantees and implementation details,
Reference 37
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 7055a807-06e1-4cc4-b65c-2b21033a1834 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Spike-and-slab shrinkage priors for structurally sparse Bayesian neural networks,
Reference 38
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 199ba7c1-f5c2-4bbe-8c3d-c21c9616a1a4 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Learning active subspaces for effective and scalable uncertainty quantification in deep neural networks,
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 b52b80c4-b804-4029-9fc6-e957cc3846d9 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Simple and scalable predictive uncertainty estimation using deep ensembles,
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 3fcfa717-8130-4ae9-b5c4-a96363dc3937 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis A simple baseline for Bayesian uncertainty in deep learning,
Reference 41
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 0f9aad44-3e27-4a5d-85bc-dc546e919aed · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Sequential Bayesian Neural Subnetwork Ensembles
Reference 42
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 f2b28e4d-fa8b-4542-9158-cd1936026100 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis LoRA: Low-rank adaptation of large language models,
Reference 43
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 2f81d8ec-fc40-4ce5-a33e-be6f90be5a01 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Bayesian low-rank adaptation for large language models,
Reference 44
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 01d8072e-044a-4483-9cbc-c23b5ba60d77 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis BLoB: Bayesian low-rank adaptation by backpropagation for large language models,
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 fa53d13a-98b9-4307-8880-bab957a7ec42 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Bayesian-LoRA: LoRA based parameter efficient fine-tuning using optimal quantization levels and rank values trough differentiable Bayesian gates,
Reference 46
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 e1afce69-b436-4b1a-b8d4-b43f8f56e854 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Gaussian stochastic weight averaging for Bayesian low-rank adaptation of large language models,
Reference 47
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 829efc6c-58f6-423f-8055-c5f72fad8f56 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis LoRA ensembles for large language model fine-tuning
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d25aa05-5e67-4586-9c6a-647adce23905 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Uncertainty quantification in fine-tuned LLMs using LoRA ensembles
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bea70a39-cc32-47e3-bd44-88c63a32e9c0 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Laplace redux-effortless Bayesian deep learning,
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 689ebf61-0d8b-43b5-81a3-fd9356f0adcd · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Adapting the linearised laplace model evidence for modern deep learning,
Reference 51
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 41cb55e3-680a-43b3-aa6c-954e6caf2254 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Peft: State-of- the-art parameter-efficient fine-tuning methods,
Reference 52
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 a09fc23d-0183-451b-9171-190b18dd9c52 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Predicting protein–protein interactions using symmetric logistic matrix factorization,
Reference 53
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 5fb2f80b-06d6-4c00-b4fe-dac90070cd5f · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Network-based protein- protein interaction prediction method maps perturbations of cancer interactome,
Reference 54
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 62a2d452-177b-47b7-8b99-a3569213de44 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Delving deep into rectifiers: Surpassing human-level performance on imagenet classification,
Reference 55
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 7f1c106e-9172-4420-9a05-79cac019c1d7 · outbound
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Pareto prompt optimization,
Reference 56
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.
No inbound Pith citation observations are available.