Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:08:19.885217Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2506.13479.
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 2026-08-15T20:08:19.885217Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2850f017-7c27-4abe-b435-6e9b8653d1ff · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Communication-Efficient Learning of Deep Networks from Decentralized Data
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8889645a-8335-483a-a720-e05868cfbcd4 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Building machine learning models like open source software
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 22a59b13-b843-417a-b380-f9f2f1bc5346 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness LoRA: Low-Rank Adaptation of Large Language Models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce4666d2-36cc-4375-952d-0d350db4c864 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness A dapter H ub playground: Simple and flexible few-shot learning with adapters
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fe03617-4179-4c18-881f-485fc3817c08 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Lorahub: Efficient cross-task generalization via dynamic lora composition, 2024
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7640c7b8-84da-4044-8b97-a6a723a58d4b · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Merging loras like playing lego: Pushing the modularity of lora to extremes through rank-wise clustering, 2024 a
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 976c124b-eefb-4dc8-9e73-5b1fde71ec58 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Towards modular LLM s by building and reusing a library of L o RA s
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b07e32ec-ca6a-41f2-bee9-3ca75a716386 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Lora soups: Merging loras for practical skill composition tasks, 2024
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a2eb55ed-5954-4c31-8e6f-6d682847239b · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness L ora R etriever: Input-aware L o RA retrieval and composition for mixed tasks in the wild
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24b0e510-5286-4f6f-87f7-fa135bdef1ed · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness A survey on model moerging: Recycling and routing among specialized experts for collaborative learning
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1aaf46c7-4271-4367-bc7e-3fb93f1a5497 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Lori: Reducing cross-task interference in multi-task low-rank adaptation, 2025
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 30796c27-607a-40a9-81c3-b28c1306b6ec · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Realistic evaluation of model merging for compositional generalization, 2024
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7f0daa5b-6833-43f1-8e35-e64b444db321 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Lima: Less is more for alignment
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dafa8c3e-14a7-495a-a8c5-4330931a62e0 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Does fine-tuning llms on new knowledge encourage hallucinations?, 2024
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e49b2320-169e-4498-a34f-983551b37728 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Understanding finetuning for factual knowledge extraction
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 04e9d243-439e-4d2b-9adb-6c84f1649ee5 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness The expressive power of low-rank adaptation, 2024
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5583879c-8a10-47d0-9659-01c8a79c9a29 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness On the impact of fine-tuning on chain-of-thought reasoning, 2025
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e83ab194-c62a-443f-bf48-c1fd4e42fc0a · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness What is being transferred in transfer learning? In H
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 65422918-78e6-4215-b94a-31b9612a6660 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Editing models with task arithmetic, 2023
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1743337-60cc-423e-9321-057e0e5a0793 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Raffel, and Mohit Bansal
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9ae1c3e7-a57c-4743-97f6-877ec5f03343 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Language models are super mario: Absorbing abilities from homologous models as a free lunch
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c2ec3f5f-3b6d-44eb-8e3a-4fd75d7799bb · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Peters, Alexander Fraser, and Jesse Dodge
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4d54ea53-5e20-4cdc-8a90-c3eb34bdffe6 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Exploring the benefits of training expert language models over instruction tuning
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 100d4001-0e6b-4801-8c4a-c0a76d159cab · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Emergent Abilities of Large Language Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1532daab-6d38-43c8-a6d7-2afc979904f8 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Large language models are zero-shot reasoners
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 50e4691a-b8bf-4e05-9472-d37c61774650 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Smith, Sarah Wiegreffe, and Yanai Elazar
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b7377b3b-b46d-407e-ba2f-f16e8d39a7f1 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Gsm-symbolic: Understanding the limitations of mathematical reasoning in large language models, 2024
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c48efd0-1dcb-4a71-b6ad-2ffc99a6a9d2 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Gsm-plus: A comprehensive benchmark for evaluating the robustness of llms as mathematical problem solvers, 2024
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 682010f1-407f-4587-b43b-2ad064ed47d1 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Measuring and narrowing the compositionality gap in language models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4d864e0-5fce-4be8-976e-1fcaa29730ea · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness The two-hop curse: Llms trained on a b, b c fail to learn a c, 2025
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1c995144-02fc-4f8a-93c7-a19029331dc1 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 342748b0-8642-4995-8d66-85bd2a8006e4 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Lee, and Alberto Bietti
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c7be8e5d-4ff1-428e-b9a3-cbf83b134955 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Weighted sums of random kitchen sinks: Replacing minimization with randomization in learning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ac8519a5-dd91-43f5-9365-641480a67ece · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Randomly Initialized One-Layer Neural Networks Make Data Linearly Separable
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 493a4b07-8afb-49dd-9367-58ab38750806 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness The separation capacity of random neural networks
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 376d7d0a-6bc1-43de-b75c-d762c7a429a8 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Transformer feed-forward layers are key-value memories
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5347df05-45f4-4db0-9fea-b24c1f840cb4 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Locating and editing factual associations in gpt
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6db2c59e-cd63-4885-911d-da463b09b88a · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Qwen2.5 technical report, 2025
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 572d3dae-4511-48bb-9883-404a6234fb53 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 15000c08-308f-450d-b5f5-b569b8764259 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Dynamic cheatsheet: Test-time learning with adaptive memory, 2025
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6622d296-b7d3-42a4-82af-d16186d9eab5 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Achieving >97
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a9a240e0-fb4e-49c3-b2d6-19c9141c02fe · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Autogen: Enabling next-gen LLM applications via multi-agent conversations
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f7f28ee9-c1e3-4b7d-a8dd-dedb1d2ba108 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Self-MoE: Towards Compositional Large Language Models with Self-Specialized Experts
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cab3fd31-cbe0-4813-898f-603cf94d33b7 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Improving lo RA in privacy-preserving federated learning
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 82042594-8f0c-43c7-90db-12ae04e211d7 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness PAL : Program-aided language models
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c810bfaa-d47d-4bd9-9fd7-22fa8718cc39 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Continuous neural networks
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 26f2fac3-cf15-4e1f-8152-146c7979346f · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Learning theory from first principles
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 378eec7f-cb18-45e4-a8cf-e10d2949b8f6 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Multi-head adapter routing for cross-task generalization, 2023
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 05f1e89b-1c29-4e24-8727-e46321089c67 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Language and task arithmetic with parameter-efficient layers for zero-shot summarization, 2024
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b66342a1-fd4a-4d6e-bf35-711a7830421a · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Qwen2.5-math technical report: Toward mathematical expert model via self-improvement, 2024 b
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 25ed87c5-0406-4c45-868a-412d3a3fe1e3 · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Training verifiers to solve math word problems, 2021
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a669774-a9ef-4d62-b1e5-578fc4adbe4a · outbound
Position: Pause Recycling LoRAs and Prioritize Mechanisms to Uncover Limits and Effectiveness Open llm leaderboard, 2023
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
No inbound Pith citation observations are available.