Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T17:48:48.924299Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2502.06891.
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 2026-08-08T17:48:48.924299Z
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 05d28e7a-e1f1-4e66-84d2-6042c3bbde2f · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization write newline
Reference 1
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Observation b8510a31-4a09-4a27-b053-e757ebc7ec94 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Mol GPT : Molecular generation using a transformer-decoder model
Reference 2
Source-reported events for the cited work
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Observation c0213204-6a27-43fc-b754-bc79f67015da · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Molecular similarity: a key technique in molecular informatics
Reference 3
Source-reported events for the cited work
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Observation 2c0ac015-aa62-424f-b7f4-533ba7c43b3d · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Paccmannrl: De novo generation of hit-like anticancer molecules from transcriptomic data via reinforcement learning
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 dbd8e39f-873f-4406-995f-252d256ae9eb · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization PPL-MCTS: Constrained Textual Generation Through Discriminator-Guided MCTS Decoding
Reference 5
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Observation ca05fe68-4fdb-4856-835e-d86279124e1f · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization The cost of new drug discovery and development
Reference 6
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Observation 299f91ee-7b65-4f1d-b484-fc6c7e847d1d · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Mermaid: an open source automated hit-to-lead method based on deep reinforcement learning
Reference 7
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Observation 543382ab-de9e-4646-b61c-efab3e2d01dc · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Estimation of synthetic accessibility score of drug-like molecules based on molecular complexity and fragment contributions
Reference 8
Source-reported events for the cited work
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Observation 31485f63-36d0-4f34-8391-9649188e1e12 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization https://www.alcf.anl.gov/polaris, last accessed on 10-2-2023
Reference 9
Source-reported events for the cited work
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Observation 22a8094e-4c60-4f42-a8c0-47bf16f456fa · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Neural scaling of deep chemical models
Reference 10
Source-reported events for the cited work
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Observation 2d6c710e-e35a-4b84-9477-da36f7d0049d · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Mimosa: Multi-constraint molecule sampling for molecule optimization
Reference 11
Source-reported events for the cited work
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Observation bd6f1352-2f94-4aa4-9d69-97b8420210a3 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization A new algorithm for data compression
Reference 12
Source-reported events for the cited work
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Observation 4f03ba2f-0e9f-4d4e-90d2-071b2ed0d012 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Scaling laws for reward model overoptimization
Reference 13
Source-reported events for the cited work
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Observation ccd42335-f39f-462a-9257-b3d33b275a8d · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models
Reference 14
Source-reported events for the cited work
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Observation e9b0e068-ed1c-40ec-bb27-423e7c349bf2 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Covid-19 vaccines and variants of concern: A review
Reference 15
Source-reported events for the cited work
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Observation 65ef0763-d376-4284-87ac-c42ef7890485 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Molecular optimization by capturing chemist’s intuition using deep neural networks
Reference 16
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 d84b3ac4-1383-4b14-8e8f-6968c5c0d480 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Transformer-based molecular optimization beyond matched molecular pairs
Reference 17
Source-reported events for the cited work
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Observation e37270b6-00d3-4377-9740-0124726b6500 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Structure modification in chemical databases
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 160b7f7c-aa24-4dff-bea6-2c49c27f8e7a · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Self-referencing embedded strings ( SELFIES ): A 100\ Machine Learning: Science and Technology, 1 0 (4): 0 045024, 2020
Reference 19
Source-reported events for the cited work
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Observation ea735a20-9cca-454c-9aa1-e8253b899817 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization R D kit: Open-source cheminformatics software
Reference 20
Source-reported events for the cited work
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Observation 3be55813-5c5c-4475-a637-7115de1dd712 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Machine Translation Decoding beyond Beam Search
Reference 21
Source-reported events for the cited work
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Observation 5815ec6a-e4e7-4bcc-9618-e3dc0c22caa4 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Druggpt: A gpt-based strategy for designing potential ligands targeting specific proteins
Reference 22
Source-reported events for the cited work
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Observation 0d1099eb-5a80-40ec-bb7b-0558d0516f8a · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Drugimprover: Utilizing reinforcement learning for multi-objective alignment in drug optimization
Reference 23
Source-reported events for the cited work
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Observation 8ad4577c-f56b-477e-82a1-c3280eacf983 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Entropy-reinforced planning with large language models for de novo drug discovery
Reference 24
Source-reported events for the cited work
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Observation ab100cbd-ddde-4309-943e-c12cf3a08df3 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Drugex v3: scaffold-constrained drug design with graph transformer-based reinforcement learning
Reference 25
Source-reported events for the cited work
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Observation 3f36c188-8d2b-44b8-9566-37b08fdccba8 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models
Reference 26
Source-reported events for the cited work
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Observation ae0dc80a-87c0-4b2a-98d8-de4551c84699 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Reinvent 4: Modern ai--driven generative molecule design
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 3478f060-c55a-44c6-9e73-5a11d074d7b1 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization The different mechanisms of cancer drug resistance: a brief review
Reference 28
Source-reported events for the cited work
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Observation 5c732e7d-9fa7-49fe-b38e-04a3d53d96fb · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization LLM drug discovery challenge: A contest as a feasibility study on the utilization of large language models in medicinal chemistry
Reference 29
Source-reported events for the cited work
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Observation 0966b831-5c8f-48ca-aa1a-a1bec49512d5 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Exploring deep recurrent models with reinforcement learning for molecule design
Reference 30
Source-reported events for the cited work
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Observation 354cda79-dbf4-457b-a07a-6a624a2830a7 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization An empirical evaluation of github copilot's code suggestions
Reference 31
Source-reported events for the cited work
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Observation c118e4be-3722-462a-92b0-eb835fec74a0 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Molecular de-novo design through deep reinforcement learning
Reference 32
Source-reported events for the cited work
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Observation c5b61498-9464-4b9e-a9dd-af018df313f2 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Training language models to follow instructions with human feedback
Reference 33
Source-reported events for the cited work
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Observation 08749d7c-d8ca-4dcf-b783-50772ab8a9b7 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Deep reinforcement learning for de novo drug design
Reference 34
Source-reported events for the cited work
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Observation 3e1ca71f-a020-496a-beaa-a08f84962188 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Drug repurposing: Progress, challenges and recommendations
Reference 35
Source-reported events for the cited work
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Observation 2f217467-adde-4d6c-b40f-3cee25b7bf42 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Markov decision processes: Discrete stochastic dynamic programming
Reference 36
Source-reported events for the cited work
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Observation 52f0b00a-2644-4a2c-975b-c0f2b39954a9 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization C5T5: Controllable Generation of Organic Molecules with Transformers
Reference 37
Source-reported events for the cited work
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Observation 97124b5f-6d27-4000-9cd8-2089f505b60a · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization To beam or not to beam: That is a question of cooperation for language GANs
Reference 38
Source-reported events for the cited work
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Observation 9241b1cd-54a9-4641-bf4c-9748bd15eb0a · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Neural Machine Translation of Rare Words with Subword Units
Reference 39
Source-reported events for the cited work
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Observation 5bfcb819-19ed-48f6-b6ad-112af12674db · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Deep reinforcement learning for multiparameter optimization in de novo drug design
Reference 40
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ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Molsearch: search-based multi-objective molecular generation and property optimization
Reference 41
Source-reported events for the cited work
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Observation c5bc5eba-8cb2-4101-91ea-41cd4e0a82b3 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Reinforcement learning for systems pharmacology-oriented and personalized drug design
Reference 42
Source-reported events for the cited work
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Observation 24ffdae0-fd50-4aea-882f-f4a886eb91f5 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Drlinker: Deep reinforcement learning for optimization in fragment linking design
Reference 43
Source-reported events for the cited work
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Observation 8ee71e30-f3c6-4588-82d4-bd378a5d816b · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Matched molecular pair analysis in short: algorithms, applications and limitations
Reference 44
Source-reported events for the cited work
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Observation 86f34c6b-245f-4110-a6d8-07f914e36146 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Benchmarking language-based docking 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 c5535253-95fe-4ede-8954-33a4cb6bab60 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization A reinforcement learning approach for protein--ligand binding pose prediction
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 cde12b7c-905d-42cd-98d8-898370dc4dc9 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization A Transformer-based Generative Model for De Novo Molecular Design
Reference 47
Source-reported events for the cited work
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Observation 36b8d64c-eca8-4c0c-96d3-7fe1d2346ba4 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Smiles, a chemical language and information system
Reference 48
Source-reported events for the cited work
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Observation 5bb88398-540c-4f8a-bb87-2ed436ff169c · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization A brief overview of chatgpt: The history, status quo and potential future development
Reference 49
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 53145868-170e-4126-8ede-09c4d287d64d · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Covid-19 pathophysiology: A review
Reference 50
Source-reported events for the cited work
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Observation 89c57b61-669b-4af0-bece-c4fe23651fac · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Planning with Large Language Models for Code Generation
Reference 51
Source-reported events for the cited work
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Observation eeb43a18-b020-4605-9e90-940ce2698ae5 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Universal approach to de novo drug design for target proteins using deep reinforcement learning
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 0d75c22e-92ae-4037-b306-6a92b38ab85d · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Optimization of molecules via deep reinforcement learning
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 5326699d-1bd9-4d29-bd40-c49afbf595d2 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization @esa (Ref
Reference 54
Source-reported events for the cited work
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Observation ff1d1ac8-ab4a-431b-9098-9f554a694525 · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Unresolved cited work
Reference 55
Source-reported events for the cited work
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Observation f375dbfd-512c-434c-a076-32a551b2befc · outbound
ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization Unresolved cited work
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.