Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:17:59.186808Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 2 inbound Pith citation observations for arXiv:2506.03028.
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 2026-08-07T11:17:59.186808Z
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 2026-06-29T19:24:06.143427Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-29T19:33:54.336469Z
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a237368f-c3dc-4f6f-98ad-1371a4b3affa · outbound
Protein Inverse Folding From Structure Feedback GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5091f3a-cce2-4b00-9776-119fb3b5c548 · outbound
Protein Inverse Folding From Structure Feedback Computational protein design.Nature Reviews Methods Primers, 5(1):13, 2025
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8f4e25e-0561-40a7-969c-33916a000108 · outbound
Protein Inverse Folding From Structure Feedback Constitutional AI: Harmlessness from AI Feedback
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 401132e7-4fe5-4d7f-b8d0-c9895d478b94 · outbound
Protein Inverse Folding From Structure Feedback Hallucination of Multimodal Large Language Models: A Survey
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a5f7599-197b-4d57-b902-29472341de11 · outbound
Protein Inverse Folding From Structure Feedback Scaling unlocks broader generation and deeper functional understanding of proteins.bioRxiv, pages 2025–04, 2025
Reference 5
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 89e1bddb-4594-4547-a8e0-7608769a9314 · outbound
Protein Inverse Folding From Structure Feedback Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 231fa083-20e0-45e4-96f0-ec7495f687a4 · outbound
Protein Inverse Folding From Structure Feedback Deep reinforcement learning from human preferences.Advances in neural information processing systems, 30, 2017
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cec4f920-d66e-402d-9aaa-e24096de368d · outbound
Protein Inverse Folding From Structure Feedback Group equivariant convolutional networks
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c3ed035-ceb5-41ad-b3c6-71352d17dcf1 · outbound
Protein Inverse Folding From Structure Feedback Robust deep learning–based protein sequence design using proteinmpnn.Science, 378(6615):49–56, 2022
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2d6ecb5-271d-4879-8ee4-b10336a96717 · outbound
Protein Inverse Folding From Structure Feedback Atomic context-conditioned protein sequence design using ligandmpnn.Nature Methods, pages 1–7, 2025
Reference 10
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 7afdcb78-bc02-4299-9dda-001fecf78235 · outbound
Protein Inverse Folding From Structure Feedback Amino acid pairing at the n-and c- termini of helical segments in proteins.PROTEINS: Structure, Function, and Bioinformatics, 70(1):188–196, 2008
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 2d7f297e-fc9e-4316-84a6-c857064c9f89 · outbound
Protein Inverse Folding From Structure Feedback Unresolved cited work
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 b43ae5ae-8590-486f-bc80-b82e418cb340 · outbound
Protein Inverse Folding From Structure Feedback AlphaDesign: A graph protein design method and benchmark on AlphaFoldDB
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 957fae3e-b30f-4dec-89cb-8b55eebdda22 · outbound
Protein Inverse Folding From Structure Feedback Pifold: Toward effective and efficient protein inverse folding, 2022
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 0238af73-7630-42a5-8a6a-976c2e15feca · outbound
Protein Inverse Folding From Structure Feedback Simulating 500 million years of evolution with a language model.Science, page eads0018, 2025
Reference 15
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 408e0b2c-8283-4fe4-aaf2-eec29c5dd3ac · outbound
Protein Inverse Folding From Structure Feedback Learning inverse folding from millions of predicted structures.International Conference on Machine Learning, pages 8946–8970, 2022
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 80445534-fd49-4490-8624-ba191895f589 · outbound
Protein Inverse Folding From Structure Feedback LoRA: Low-Rank Adaptation of Large Language Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86730007-f927-4b20-951e-fb88f25738f7 · outbound
Protein Inverse Folding From Structure Feedback Generative models for graph-based protein design.Advances in neural information processing systems, 32, 2019
Reference 18
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 a13f5f3e-4d45-480b-99a9-f3f809620dba · outbound
Protein Inverse Folding From Structure Feedback Learning from Protein Structure with Geometric Vector Perceptrons
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7d6ab96-e2bf-4c49-aab6-b30d446611fb · outbound
Protein Inverse Folding From Structure Feedback Highly accurate protein structure prediction with alphafold.nature, 596(7873):583–589, 2021
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76f677cf-e6fe-466e-bd11-3df6e39a8b9b · outbound
Protein Inverse Folding From Structure Feedback Sequence-similar, structure-dissimilar protein pairs in the pdb.Proteins: Structure, Function, and Bioinformatics, 71(2):891–902, 2008
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 bf56e1c6-699b-44f0-a018-1337d2eeed83 · outbound
Protein Inverse Folding From Structure Feedback Generalized biomolecular modeling and design with rosettafold all-atom.Science, 384(6693):eadl2528, 2024
Reference 22
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 5709edc7-c73e-4545-8937-cafd1620f817 · outbound
Protein Inverse Folding From Structure Feedback RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f17e060-351c-49ac-ae42-6e813d47bdd8 · outbound
Protein Inverse Folding From Structure Feedback Evolutionary-scale prediction of atomic-level protein structure with a language model.Science, 379(6637):1123–1130, 2023
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 220c083e-9415-48fa-9256-1a15d60487b8 · outbound
Protein Inverse Folding From Structure Feedback Decoupled Weight Decay Regularization
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 372a1738-024d-4ffa-9184-691f8a377642 · outbound
Protein Inverse Folding From Structure Feedback ProGen: Language Modeling for Protein Generation
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd6f3c4a-5664-4e10-ad90-3218ce638e9f · outbound
Protein Inverse Folding From Structure Feedback Preference optimization of protein language models as a multi-objective binder design paradigm
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0979a9d2-a550-4b2d-ac7e-bb14e5a4af73 · outbound
Protein Inverse Folding From Structure Feedback Conditional language models enable the efficient design of proficient enzymes.bioRxiv, pages 2024–05, 2024
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 981b682a-c4bd-4556-90f9-3daf4f8d1653 · outbound
Protein Inverse Folding From Structure Feedback Progen2: exploring the boundaries of protein language models.Cell systems, 14(11):968–978, 2023
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 318b1cae-1ac2-40a1-874d-071cde73eb75 · outbound
Protein Inverse Folding From Structure Feedback Machine learning for functional protein design.Nature biotechnology, 42(2):216–228, 2024
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e3cbfac-1a57-4a93-91ca-8c496c2f8392 · outbound
Protein Inverse Folding From Structure Feedback Cath–a hierarchic classification of protein domain structures.Structure, 5(8):1093–1109, 1997
Reference 31
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 24a2ba13-9c81-49db-a9fe-4bfb5b1cf783 · outbound
Protein Inverse Folding From Structure Feedback Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d014124a-1023-4ef2-ba8f-bc7a3f58ee55 · outbound
Protein Inverse Folding From Structure Feedback Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e53b7219-15a8-481a-85ba-3a1092245ebf · outbound
Protein Inverse Folding From Structure Feedback Improving Inverse Folding for Peptide Design with Diversity-regularized Direct Preference Optimization
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 727f96a7-5fbc-4298-afcf-5125164a1ec7 · outbound
Protein Inverse Folding From Structure Feedback Instructplm: Aligning protein language models to follow protein structure instructions.bioRxiv, 2024
Reference 35
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 4a81e4aa-b8f3-456e-b2e5-91e97b36c30d · outbound
Protein Inverse Folding From Structure Feedback Direct preference optimization: Your language model is secretly a reward model
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83497bc6-65f3-4750-a445-d787c1221e15 · outbound
Protein Inverse Folding From Structure Feedback The use of alphafold for in silico exploration of drug targets in the parasite trypanosoma cruzi.Frontiers in Cellular and Infection Microbiology, 12:944748, 2022
Reference 37
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 10abc6ac-3e88-423e-b5f9-3f1ab15822fe · outbound
Protein Inverse Folding From Structure Feedback Ruffolo, Aadyot Bhatnagar, Joel Beazer, Stephen Nayfach, Jordan Russ, Emily Hill, Riffat Hussain, Joseph Gallagher, and Ali Madani
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 72e98d4d-82d0-483e-bc63-c3d9323baa92 · outbound
Protein Inverse Folding From Structure Feedback How good are alphafold models for docking-based virtual screening?Iscience, 26(1), 2023
Reference 39
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 fface664-9ae0-4bf7-ac3b-af2f80cef8b7 · outbound
Protein Inverse Folding From Structure Feedback Protein structure determination from pseudocontact shifts using rosetta.Journal of molecular biology, 416(5):668–677, 2012
Reference 40
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 1e2addcd-c5e6-4190-9b40-ee2ffa611273 · outbound
Protein Inverse Folding From Structure Feedback Proximal Policy Optimization Algorithms
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 706359ab-2b7f-4a99-b1d1-503e42f9955c · outbound
Protein Inverse Folding From Structure Feedback Surfing the biocatalysis wave to new applications changed to: From nature to industry: Harnessing enzymes for biocatalysis, as per request of editor.Science, 382(6673), 2023
Reference 42
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 fb46b3b0-b517-4f76-aa01-04c2c04a32f0 · outbound
Protein Inverse Folding From Structure Feedback Guiding generative protein language models with reinforcement learning.arXiv preprint arXiv:2412.12979, 2024
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 097d2cb9-b09c-4bed-9c20-842eda91f8b1 · outbound
Protein Inverse Folding From Structure Feedback Global-context aware generative protein design.ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 1–5, 2023
Reference 44
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 c8241400-b02e-4de3-83c4-9c5de6ce216c · outbound
Protein Inverse Folding From Structure Feedback Evolution of function in protein superfamilies, from a structural perspective.Journal of molecular biology, 307(4):1113–1143, 2001
Reference 45
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 20f35fbd-d03d-4464-bb29-bf57eac41545 · outbound
Protein Inverse Folding From Structure Feedback Aligning protein generative models with experimental fitness via direct preference optimization.bioRxiv, pages 2024–05, 2024
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47629f9c-23b0-4da8-ae10-076002590dd1 · outbound
Protein Inverse Folding From Structure Feedback Self-Play Preference Optimization for Language Model Alignment
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acf8c93b-86b8-4615-9f4c-f733af0f1828 · outbound
Protein Inverse Folding From Structure Feedback Hallucidoctor: Mitigating hallucinatory toxicity in visual instruction data
Reference 48
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 428f151d-ec4f-4261-a4ab-4c5b9d4a00e1 · outbound
Protein Inverse Folding From Structure Feedback Self-Rewarding Language Models
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3041aeaf-b5cd-407e-9074-4c096b6486fc · outbound
Protein Inverse Folding From Structure Feedback Evaluating Large Language Models at Evaluating Instruction Following
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 122e65c8-fce2-4831-bcad-6c2e785256ee · outbound
Protein Inverse Folding From Structure Feedback Tm-align: a protein structure alignment algorithm based on the tm-score.Nucleic acids research, 33(7):2302–2309, 2005
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 728a2f47-0012-4628-a268-56f3f1a211f5 · outbound
Protein Inverse Folding From Structure Feedback Structure- informed language models are protein designers.bioRxiv, pages 2023–02, 2023
Reference 52
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 b4f8d23a-44ce-4c20-8366-9f3d3100040c · inbound
GeoCycler: Reward-Aligned 3D Diffusion for Constraint-Conditioned Cyclic Peptide Design Protein Inverse Folding From Structure Feedback
Reference 80
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 dd8e39b2-0ab6-4627-9b02-f0e62241ec9d · inbound
SurfDesign: Effective Protein Design on Molecular Surfaces Protein Inverse Folding From Structure Feedback
Reference 87
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.