Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T20:11:14.200548Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2608.09291.
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 2026-08-11T20:11:14.200548Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e32df82e-0b82-4bde-b96e-a6fc77a698a9 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Attention is all you need,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36b613a3-f314-42a5-aeaf-e9b2e1b0b291 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge GPT-4 Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a455d192-1b8b-4c51-a974-5444b2ff48f5 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Edgellm: Fast on-device llm inference with speculative decoding,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0a85edc2-af46-4ffc-8b5d-7f707be0105f · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Tenet: An efficient sparsity-aware lut-centric architec- ture for ternary llm inference on edge,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fddd498-6867-41f5-8f01-7f2b81bebb31 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Efficient inference for edge large language models,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3573c1ed-d213-43fe-a8a0-7e6dd3caa118 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Hqp: Sensitivity-aware hybrid quantization and pruning for ultra-low-latency edge ai inference,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7256c3b9-6579-4967-b4c3-72bcde7efa2e · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6dab895-3ee1-4ebe-bd9e-cebfc9fc7376 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge A unified and resource-aware framework for adaptive inference optimization on edge devices,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 57d5f87a-7660-4883-bf2d-aff7ae0f1811 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Vec-LUT: Vector Table Lookup for Parallel Ultra-Low-Bit LLM Inference on Edge Devices
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 48e8ba41-e9f3-4d7f-ad30-6138c2f9806e · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge H2eal: Hybrid-bonding architecture with hybrid sparse attention for efficient long-context llm inference,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d735169a-fb09-4d58-b1c0-f61e8b9e3d60 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Gptq: Accurate post-training quantization for generative pre-trained transformers,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 778cd9c9-cea3-4f58-906c-e3619c3399f9 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Awq: Activation-aware weight quanti- zation for on-device LLM compression and acceleration,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 53f80e26-2ee7-465b-b94e-33f9963f40e2 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Qserve: W4a8kv4 quantization and system co-design for efficient llm serving,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d368b82d-868b-453d-8ba0-de167cbda201 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge FlatQuant: Flatness Matters for LLM Quantization
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1c7cdd9-0473-491b-aedb-ad8728347b6c · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cdfe297-8f34-48e2-950f-3814763d6db7 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge SmoothQuant: Accurate and efficient post-training quantization for large language models,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 046f9a38-d0fb-48d5-ae75-62d1045143ce · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Sparsegpt: Massive language models can be accurately pruned in one-shot,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bb98d5e5-50cf-4d10-a4c9-069f951d2b3c · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Unleashing network/accelerator co-exploration potential on fpgas: A deeper joint search,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cf7b5df2-95e6-4630-af16-49bcb67304b7 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge PaLM-E: An Embodied Multimodal Language Model
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8bb0eb05-3851-4281-a247-d7730da7223b · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Foundation models in autonomous driving: A survey on scenario generation and scenario analysis,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44a86edf-1e17-4d32-9cb3-94e35d5ba7b7 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Intelligent Assistant Language Understanding On Device
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4f410ef4-782c-4eb8-9ae9-3e3918c0dd92 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Private llm inference on consumer black- well gpus: A practical guide for cost-effective local deployment in smes,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5df39e1f-77ec-492d-913f-d281794a4cc8 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Efficient memory management for large language model serving with pagedattention,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 096f2b0e-e92e-48ec-9a70-4aef88b8f3e1 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Sparsity in deep learning: Pruning and growth for efficient inference and training in neural networks,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 64b24222-b831-4819-b475-270e1a2c6a8a · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Wrp: Weight recover prune for structured sparsity,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 73ef787b-cd4f-4dcb-a3d3-5df2d51b054a · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Structured pruning for large language models using coupled components elimination and minor fine-tuning,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c213d2d9-454f-4641-86e3-b607f2ef8cec · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Unisparta: A unified sparse tensor program tuning framework,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9f400c61-4807-41f8-8509-6baea235b01b · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Closertome: A unified framework for accurate and transferable latency prediction across heterogeneous devices,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 87a07782-4901-43b4-b6c3-1f6bdbf0b776 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Sparse gpu kernels for deep learning,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 476a3036-6e4d-4ff3-8694-2888c44c5441 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Dtc-spmm: Bridging the gap in accelerating general sparse matrix multiplication with tensor cores,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9dc8fdac-502c-4518-a87a-36225c41839f · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge High Performance Unstructured SpMM Computation Using Tensor Cores
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d625940a-3aa5-4f92-93e4-2177901cead1 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Acc-spmm: Accelerating general-purpose sparse matrix-matrix multiplication with gpu tensor cores,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9a51e21c-3b40-411b-b54c-891c67399322 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge V oltrix: Sparse {Matrix-Matrix}multiplication on tensor cores with asynchronous and balanced kernel optimization,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ca3a53d4-3eb1-4f08-b9c0-1b8529d384b0 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge {SparTA}:{Deep-Learning}model sparsity via{Tensor- with-Sparsity-Attribute},
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e644f87f-7eff-4d7d-83f3-95f372ccef9c · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge cusparse library user guide,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 685a4805-e82b-42ba-8f36-c622fb9910e5 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge cuSPARSELt,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation adbbfad2-d07e-4028-99f4-d68fe5a3c4eb · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 040defa0-ce08-4624-9015-0898cbafeab1 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Spinfer: Leveraging low-level sparsity for efficient large language model inference on gpus,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b9119f88-8de1-4c92-bbe8-22b3a84e8f60 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Sputnik: Sparse matrix multiplication on gpus,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8fcc6f41-34f2-4be4-9336-81e88b79fe16 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Nvidia jetson agx orin developer kit,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8156f3f9-4bd9-431b-86ac-7285f34dd375 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86034bed-f3e5-4c73-8d50-8c8053f20aab · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge OPT: Open Pre-trained Transformer Language Models
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6761266-fdb3-45b4-9124-e88596bb7f7f · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Qwen2 Technical Report
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1e28cf9-2e28-41fb-99b9-4fa3ed02c662 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Llama 3: Open foundation and instruction-tuned models,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d504adc6-2e79-4e11-bd1f-0cd281c722d6 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Cutlass: Cuda templates for linear algebra subroutines and solvers,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d85dbe4e-a52c-4760-8aff-b0bb09672f72 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge cublas library user guide,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d43fd8cd-d093-4e7e-819c-db8ce32c10cb · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Fastertransformer,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ffc38f0b-64fa-4337-8039-4a66f96141f2 · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge A simple and effective pruning approach for large language models,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2e7f0333-732b-4d8f-8bc7-9e1ba16b237d · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge Atom: Low-bit quantization for efficient and accurate llm serving,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bd7c9003-2240-4437-a743-b7f1649931cb · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge He examines various aspects of embedded systems, with a focus on performance, availability, flexibility, and energy efficiency
Reference 2019
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2f1cdba3-8dda-42f6-86bb-783c038b9f1a · outbound
UnionSparse: An Index-Efficient Sparsity Framework for Low-Bit Sparse LLM Inference on Edge He is currently pursuing the Eng.D
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.