Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T05:22:23.041511Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 0 inbound Pith citation observations for arXiv:2602.02680.
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 2026-08-03T05:22:23.041511Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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
8 of 8 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 13b22f30-fed3-4b41-a431-03bb6be2d7f5 · outbound
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment Note that the memory complexity is now independent ofNand scales asO(n 2 i )
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5de9b83-0767-4c75-9b75-6777b00ecbc0 · outbound
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment URL https: //aclanthology.org/2025.acl-long.498/
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0a5fbfe-cd90-43c3-b680-9c2addb12af4 · outbound
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df22950c-6c52-474c-a6a5-040f39f7aa0c · outbound
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment whitened
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58f770d1-2f69-45d1-a2c6-c60cd5be7d82 · outbound
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment For each layer l∈ {1,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4ebdacc-96ac-400d-bc2d-f498118de857 · outbound
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment We employ a Dynamic Programming (DP) algorithm to find the rank assignments across layers that maximize the aggregate performance for each global threshold βk
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b0c4fef-8679-4ca6-a98d-7b1fff9c7100 · outbound
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment Mixture-of-Depths: Dynamically allocating compute in transformer-based language models
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1d0d706-477b-451f-9457-8dd0244ef1e6 · outbound
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment Chen, M., Shao, W., Xu, P., Wang, J., Gao, P., Zhang, K., and Luo, P
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.