Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-12T04:31:27.945380Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2605.10770.
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 2026-05-12T04:31:27.945380Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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
64 of 64 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6b4cf2b3-7987-4350-9dd4-5e56a55af4a3 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures citeulike-article-id =
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2b460e7d-f5f4-4c96-9c3a-36c0c9b75c0d · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Continual Learning of Large Language Models: A Comprehensive Survey , url =
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cd4ce520-7243-4ab5-9b18-d7c4f18265c7 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures doi: 10.1073/pnas.1611835114
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 90978649-bdf9-41a6-938d-d03f7760ccc9 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance , year =
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation aefc0c24-c390-44ff-9f38-ac9f2fa14ab3 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Rethinking Data Curation in LLM Training: Online Reweighting Offers Better Generalization than Offline Methods , year =
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 859b3be0-b56c-485a-b54a-749652f3634c · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Chen and Suchin Gururangan and Mitchell Wortsman and Alon Albalak and Yonatan Bitton and Marianna Nezhurina and Amro Abbas and Cheng
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 189bc2c6-3689-4543-a38c-ac71245dc48c · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Understanding Catastrophic Forgetting in Language Models via Implicit Inference , url =
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2b8a0010-a7f9-4b30-8512-6d4ac2913f6b · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Yang and Bin Wu and Laurence Aitchison and Emine Yilmaz and Aldo Lipani , booktitle =
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 36cda691-dfc3-425b-b02b-3a19f2cacc65 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Cross-Stitch Networks for Multi-task Learning , url =
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0daa44af-66f5-403b-b029-7a48b33ea0c8 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Latent Multi-Task Architecture Learning , url =
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5c0a4a39-2756-4d88-9fc0-70870f15d31a · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Scaling Laws for Forgetting during Finetuning with Pretraining Data Injection , url =
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5957f9c2-27cc-4360-9f23-c9ef4243ea9b · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Gradient Surgery for Multi-Task Learning , url =
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e82d199d-d3d3-4d07-ac9e-aba2c8f18459 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics , url =
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b91e739e-7aa4-4362-bbd5-0be7c62baef3 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks , url =
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3bb6db7e-d18c-42aa-96a3-356dd1628b5c · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Analyzing the Forgetting Problem in the Pretrain-Finetuning of Dialogue Response Models , url =
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 137d925e-303b-402d-9726-85738b0a6bf7 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Balancing Training for Multilingual Neural Machine Translation , url =
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 57f73ef0-4293-428f-8a90-edc796528eb6 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Multi-Task Transfer Matters During Instruction-Tuning , url =
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d52ae500-e1fd-4db6-8979-cc22f995630d · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Boosting Multi-Domain Fine-Tuning of Large Language Models through Evolving Interactions between Samples , url =
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 57bb3a3c-079f-4929-8435-ec6456c19b38 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition , url =
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e83857db-1708-4b8c-80a7-b904e038f203 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Mixture-of-Skills: Learning to Optimize Data Usage for Fine-Tuning Large Language Models , url =
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5a78f988-844f-4f3c-a9a7-6c2e6b7e6efe · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Anatomy of Catastrophic Forgetting: Hidden Representations and Task Semantics , url =
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 568f5947-83e6-4ed3-b621-80cf5882e533 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Bell and Neil D
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c52ca1da-abde-4233-a6c3-fbe2aa9efd47 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Le and Tengyu Ma and Adams Wei Yu , booktitle =
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d9cd8d09-6636-422b-b18b-776cc13af676 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 411be1a6-9f5a-4b4f-b249-f48e69734016 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Chameleon: A Flexible Data-mixing Framework for Language Model Pretraining and Finetuning , url =
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4c3e44a9-c5dd-4142-bfdd-b756c8a17b06 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Kwok and Zhenguo Li and Adrian Weller and Weiyang Liu , booktitle =
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4532adfe-2f54-49b1-a5a9-833f1485d8da · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures MegaScience: Pushing the Frontiers of Post-Training Datasets for Science Reasoning , url =
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 78b1e253-752c-49fc-92db-c5bd9e2ee82a · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures HuggingFace repository , title =
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b229559b-ac24-4532-b429-aa2733da97e4 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale , url =
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4d7ebfa3-f0e7-49d9-ad31-498a73b603d6 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1302918b-a1ab-4a72-8db5-19a30a6cd076 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures GRAPE: Optimize Data Mixture for Group Robust Multi-target Adaptive Pretraining , year =
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8db27d5d-5a9d-4c03-bc7d-0332d1fa8b80 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Versatune: An efficient data composition framework for training multi-capability llms , year =
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6cd84087-b629-4afa-8c33-b9851d2c78ae · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cb2f933f-f42b-417d-b75d-deed7cd45f20 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f119bbea-6a29-4647-8692-48604cc10617 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures DynamixSFT: Dynamic Mixture Optimization of Instruction Tuning Collections , url =
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a03b3c92-9cb0-46d2-a700-7ac178c86c8e · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Xing , booktitle =
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ea12b5cd-dba0-4ec1-9930-b657127dec90 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures ArXiv preprint , title =
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 134463b0-7a9b-4d64-a41b-1b084fb05a77 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models , url =
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9527403c-d48e-42fc-bac3-d848d2d2fb8d · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Understanding Overadaptation in Supervised Fine-Tuning: The Role of Ensemble Methods , url =
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7d9c43f1-31b0-42e2-b425-aef0eefd27d5 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Training Verifiers to Solve Math Word Problems , url =
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4af8d705-cc5a-40e5-b84c-22d852fb1ffe · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Hugging Face repository , title =
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 545ece4e-20e5-45bf-a5e2-0d03d292041f · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement , url =
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cfabcf33-96cc-4fef-902f-acccc0d4aeec · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Merrill and Tatsunori Hashimoto and Yejin Choi and Jenia Jitsev and Reinhard Heckel and Maheswaran Sathiamoorthy and Alexandros G
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bbba8e8c-2b13-430c-ac2a-90fdd8f79079 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b42cb9d5-8d45-47c2-8b2f-e10bb0fde688 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 20bdb53c-b68f-4358-bd46-b11d66dfc405 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures RepLiQA
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 418081e9-19fe-4f7e-8c6b-c366266c0075 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b1b6a590-0fb0-4202-a7ed-565d541fc5c0 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures tinyBenchmarks: evaluating LLMs with fewer examples , url =
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ba5fff0b-6608-4d74-9c26-fd41b725ef57 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1f97dc0b-87d7-42b7-8c74-0c91ba6e2125 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e110e402-f374-40e5-909b-f84e2e1f6dbc · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2f866cc2-dd4a-4ed3-9ce5-0d915f169351 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation df9337af-c55e-4d52-b5dd-a56d968c4b3c · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 673c74a4-538d-4805-a82a-a344cf504240 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8a30905f-2235-4499-8b2b-0d7db9d4fca4 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f4a7467a-d0f4-4c09-ae26-540717f03bcd · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2a40d41f-445b-422d-bc25-6becdd73ff76 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3155c176-ef00-4351-b652-bd07fe4238ab · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Dynamic Gradient Alignment for Online Data Mixing , url =
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation eb462469-cb11-4235-b535-9147fe7d694d · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bcd6cb83-5090-41a0-8cfb-62566e94d5cc · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Hu and Yelong Shen and Phillip Wallis and Zeyuan Allen
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 72cb2c68-c48e-4e6c-9bfd-9e3f1e029a0e · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Yu and Jianfeng Gao , journal =
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a8707d44-054e-4aae-bf6b-ba78d9b3335a · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Learning to Reweight Examples for Robust Deep Learning , url =
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d8c4b7c5-5c1c-4fe2-949f-de5acfa35270 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures journal=
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d15fcac9-de82-4d0b-a81a-5ba1cdf96832 · outbound
DynaMiCS: Fine-tuning LLMs with Performance Constraints using Dynamic Mixtures Biometrika , volume=
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
No inbound Pith citation observations are available.