Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T12:54:26.646214Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2608.13365.
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 2026-08-14T12:54:26.646214Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a7ece608-b3c8-4f4e-b28e-f914ce82e3b7 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Intriguing Properties of Quantization at Scale
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b35abc59-8425-418b-9447-32a70afa1f1e · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f939aea-607c-4e8f-8a70-bb49bd670813 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation KurTail : Kurtosis-based LLM Quantization
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15743e74-29ad-4b19-a5e0-a8e841f4bf01 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation SliceGPT: Compress Large Language Models by Deleting Rows and Columns
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4c1869a-de50-4f95-9df4-3db584179cea · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd743173-2267-4266-9ce7-b9a89726b606 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Proof-Pile : A pre-training dataset of mathematical texts
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4d9ce1c0-307b-4516-af1b-20bb8a53345b · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58a35610-9b3d-40cc-b4a9-b34de15deb5a · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation QuIP: 2-Bit Quantization of Large Language Models With Guarantees
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d59472f6-0abb-49af-8f0b-c2a7b2b09175 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation WUSH: Near-Optimal Adaptive Transforms for LLM Quantization
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e41d18f9-bd47-40c0-b3b2-5f61ac22f872 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation PrefixQuant: Eliminating Outliers by Prefixed Tokens for Large Language Models Quantization
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b36f0d59-2b80-45ad-b1ca-bf70afa683f5 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Grouped Sequency-arranged Rotation: Optimizing Rotation Transformation for Quantization for Free
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 16703c8e-5fd8-4ecb-8c3d-083385b11dfa · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43f21c0e-4736-4a9f-8242-e14b0fcbb3a6 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7e5b4fa-4856-4a7d-8f26-ec9b65734d52 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation The Llama 3 Herd of Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8271b02-afab-4e8d-b0b4-d7e3fd4ce051 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd7cd06e-983c-4f5c-a642-517906c19a3e · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation RULER: What's the Real Context Size of Your Long-Context Language Models?
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab679e37-2974-4fad-ac33-4266e21ecace · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation OstQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f16433bc-b32b-4c31-a56a-a5c617c6fc45 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Efficient Attentions for Long Document Summarization
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f73f2c21-f5cd-431d-ad29-be80c634de3c · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation SAW-INT4: System-Aware 4-Bit KV-Cache Quantization for Real-World LLM Serving
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60ddc4fe-f8a0-4f93-9225-b6f8c99ebc83 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Mistral 7B
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dfc2d5e-6282-450f-bd0b-817c29a23cad · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Equivalence tests: A practical primer for t tests, correlations, and meta-analyses
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b5d9bf4-acf6-4453-bb33-331adf66bcd4 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation CommVQ: Commutative Vector Quantization for KV Cache Compression
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7799fd0d-788d-45eb-a838-8e117bdd4229 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation ParoQuant : Pairwise rotation quantization for efficient reasoning LLM inference
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e60e2a8-5809-4727-b738-b683317cbcb9 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 928b7b25-bbc2-4bb4-9636-5b685f410276 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d188b0e-62a2-4556-b79d-8e6675103e1d · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation SpinQuant: LLM quantization with learned rotations
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdb51f31-e303-4aac-aaa1-d7c6294858dc · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fb78c80-ffc1-4211-98fb-35c0aa29eb6a · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Pointer Sentinel Mixture Models
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d85d81e8-6fec-4b64-90c6-f3709ce29126 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Llama 3.2 1B model card
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8207f51e-9144-4727-87ed-657fe247fd41 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Llama 3.2 3B model card
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d2e9bc11-2171-46ec-8243-76efe5b39789 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Mistral-7B-v0.3 model card
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3fce1869-01f9-488a-8bad-6eb580b0c289 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Influence-Inspired Spectral Rotations for Extreme Low-Bit LLM Quantization
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e5507030-1296-4672-8fd3-cde500f5812a · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation YaRN: Efficient Context Window Extension of Large Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 602fbf57-7762-458e-b027-fa7371e449fd · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Q-ROAR : Outlier-aware rescaling for RoPE position interpolation in quantized long-context LLMs
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6448f3f2-f241-4132-9a17-acd6f7398e7e · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Rethinking RoPE scaling in quantized LLM : Theory, outlier, and channel-band analysis with weight rescaling
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d5cce92-8921-4b3b-93f6-f21aa0ce0107 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Compressive Transformers for Long-Range Sequence Modelling
Reference 36
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Unavailable: canonical work link unavailable.
Observation 6f5c81ea-f5ca-40a7-a532-24e3a972d0cf · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Pushing the Limits of Block Rotations in Post-Training Quantization
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37b24400-32a6-4aa7-bf9a-240b2eccdf38 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1f88f08-d91c-4632-8cf4-27e9ab01cb44 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation DartQuant : Efficient rotational distribution calibration for LLM quantization
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de61ceeb-fba0-43ab-a423-3e6ea55c1470 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation RoFormer : Enhanced transformer with rotary position embedding
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d95fbdc1-b350-4e4e-931c-2326e589b504 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b7a28b2-59b1-4ad8-a9c2-401784380ae3 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation FlatQuant: Flatness Matters for LLM Quantization
Reference 42
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Unavailable: canonical work link unavailable.
Observation 772d053a-e0ab-4e07-b7bf-fd32b065b019 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks
Reference 43
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Unavailable: canonical work link unavailable.
Observation e06b035f-5455-42b9-a447-a8d42814148c · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation FPTQuant: Function-Preserving Transforms for LLM Quantization
Reference 44
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Unavailable: canonical work link unavailable.
Observation fe5fcabc-05ce-4c14-adad-052dbff2bcb0 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation SQuat: Subspace-orthogonal KV Cache Quantization
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56f04a3c-c28b-420f-8654-1eea4d2fb4de · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling
Reference 46
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Unavailable: canonical work link unavailable.
Observation 6d94b800-b48c-4858-b647-134ec90e7847 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation PolarQuant: Leveraging Polar Transformation for Efficient Key Cache Quantization and Decoding Acceleration
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2ac31c7-b9b6-4941-81e4-01e48c264604 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation
Reference 48
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Unavailable: canonical work link unavailable.
Observation f5130a4d-b657-4d64-a736-f9041ef57b40 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7ad9794-2fea-403b-b5a9-3651cfbb2874 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Outlier Smoothing with Closed-Form Rotations for W4A4 Large Language Model Quantization
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a8e2b05-7b8d-4bd4-893b-ad6baf26640a · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation ButterflyQuant : Ultra-low-bit LLM quantization through learnable orthogonal butterfly transforms
Reference 51
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Unavailable: canonical work link unavailable.
Observation db96c3ec-c7a3-424f-bb42-a5d9a0a0dfdf · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation ComRoPE: Scalable and Robust Rotary Position Embedding Parameterized by Trainable Commuting Angle Matrices
Reference 52
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Unavailable: canonical work link unavailable.
Observation dddfec87-3a34-4383-b6c4-27e584ef77a6 · outbound
When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate
Reference 53
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.