Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:26:54.025589Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 2 inbound Pith citation observations for arXiv:2509.05584.
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 2026-08-15T16:26:54.025589Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-08T12:00:53.982864Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-08T12:00:59.104955Z
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b58b5af2-f0a1-4e21-83da-a323cb8d0354 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Model compression for deep neural networks: A survey
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e4584d7f-40cb-4549-bb76-6b0d3048f0c8 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Deep learning model compression techniques: advances, opportunities, and perspective.Tanzania Journal of Engineering and Technology, 42(2):65–83, 2023
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 269afe1d-98ce-4439-912a-9aa342a7cb78 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Pruning vs quantization: Which is better?Advances in neural information processing systems, 36:62414–62427, 2023
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e3b5b5aa-83e0-49dd-a97a-0862f73751eb · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Training with Quantization Noise for Extreme Model Compression
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b466a57-8b93-4dbd-bc10-7ac3ce16a877 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization A survey of quantization methods for efficient neural network inference
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77f3230f-c927-4644-944a-09076d27e622 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Challenges and advances in parallel sparse matrix-matrix multiplication
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 65c59c4f-a5a8-4d9b-95ea-b896d9da3e03 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization The state of sparsity in deep neural networks
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1e4d7320-4b6c-43c4-af1b-ec68f807a895 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Post-training quantization or quantization-aware train- ing? that is the question
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 74b72aaa-21f4-4696-9d6a-35d22eac30fe · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Pytorch profiler
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a0400721-487e-4d49-9c14-e1a9f6fec67a · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Tensorflow profiler guide
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9b7f6b90-d097-4b82-b510-699c3dba5ee5 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization CUDA Profiler User’s Guide
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 55fb058a-151b-41e7-8f26-2e7b74e0c3b7 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Comparative Analysis of CPU and GPU Profiling for Deep Learning Models
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4a1ef87b-f407-4e38-8f90-0b5b028de264 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Profiling and optimizing deep neural networks with dlprof and pyprof
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bec338ea-4002-4a7c-92bd-6246c417443a · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Ai agents and agentic systems: A multi-expert analysis.Journal of Computer Information Systems, pages 1–29, 2025
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95627df0-2f82-474e-b3cd-7df306c15c70 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization A Generalist Agent
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56aec3fb-903b-4360-8e64-58203b01b672 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization React: Synergizing reasoning and acting in language models
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1a8f4e9-73e8-4e0d-9ef7-4d1092817dc1 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Chain-of-thought prompting elicits reasoning in large language models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe1280a1-a6ba-4057-b017-385fb6f8b4a3 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Star: Bootstrapping reasoning with reasoning.Advances in Neural Information Processing Systems, 35:15476–15488, 2022
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebcbcbf3-8877-445c-ab2e-5d112bb875d6 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization A survey on deep neural network pruning: Taxonomy, comparison, analysis, and recommendations.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7678569e-1ba3-4bfb-a362-783b08a4b683 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization ShortGPT: Layers in Large Language Models are More Redundant Than You Expect
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28e0e8aa-fd96-463d-9dbc-ae15b5f29fd5 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Llm-pruner: On the structural pruning of large language models.Advances in neural information processing systems, 36:21702–21720, 2023
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e43800c-9d34-4e1a-9146-3019c3133bfe · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization SuperSAM: Crafting a SAM Supernetwork via Structured Pruning and Unstructured Parameter Prioritization
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b1c3f22-aede-4441-b959-6ad739b80525 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Pruning filters for efficient convnets
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 87fd0645-baae-4ce5-9ab9-d1f17688e50e · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Filter pruning via geometric median for deep convolutional neural networks acceleration
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b8cd52c2-e42f-425a-bbb9-5917c1f5a77b · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Up or down? adaptive rounding for post-training quantization
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 187a15e0-d915-45bc-b23a-850e84f13c2b · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization BRECQ: Pushing the Limit of Post-Training Quantization by Block Reconstruction
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63eb9a71-3a97-4fa9-89c3-7d279974936f · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb42eab9-0b41-4350-9991-e32225b1a59b · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization PACT: Parameterized Clipping Activation for Quantized Neural Networks
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac1d398c-8b04-4da6-b21d-7bd6129aaea6 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Lsq+: Improving low-bit quantization through learnable offsets and better initialization
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation df5ca9e6-04b3-4550-8aa6-8e82cd868d9f · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Learning to quantize deep networks by optimizing quantization intervals with task loss
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 348c33c4-a20e-4b31-83a6-7b258dba99a9 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Learned Step Size Quantization
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be1c5b01-8376-46ae-aa01-008921e34178 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Nipq: Noise proxy-based integrated pseudo-quantization
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4a15b5a5-880f-4b16-a93f-50c89e18c808 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Dynamic dual trainable bounds for ultra-low precision super-resolution networks
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e1754af8-232e-4d17-bff5-608ef55d1e52 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Insta-bnn: Binary neu- ral network with instance-aware threshold
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ce1fc87a-2733-4bd1-8e7e-82be9dd79934 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Temporal dynamic quantization for diffusion models.Advances in neural information processing systems, 36:48686–48698, 2023
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation facae2dd-3c3b-46ca-8294-da9227275176 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization MergeQuant: Accurate 4-bit Static Quantization of Large Language Models by Channel-wise Calibration
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 636b1b29-84c2-4b1c-b55b-038f2b44367a · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e85dd8e-b4f2-4e0f-9071-3d7d9b69851c · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Do As I Can, Not As I Say: Grounding Language in Robotic Affordances
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2a0daf1-8e28-4d2b-a4ca-5a05e5cbdc35 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Swiftsage: A generative agent with fast and slow thinking for complex interactive tasks.Advances in Neural Information Processing Systems, 36:23813–23825, 2023
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73394ce1-1ab5-410c-a634-c055fffb85bc · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Generative agents: Interactive simulacra of human behavior
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d0885ca-eb22-4316-822e-3bf81250cc50 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539– 68551, 2023
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6eb57303-a291-4d6b-9466-0c23e790f426 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Cuda profiling tools interface (cupti) documentation
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e57164be-153e-4412-a247-3937e467cdd6 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization dpro: A generic performance diagnosis and optimization toolkit for expediting distributed dnn training.Proceedings of Machine Learning and Systems, 4:623–637, 2022
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 16ca28e2-0785-448a-aa86-bef3bbb7279c · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Transformers documentation: Main model classes
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1acec49a-a1a9-496e-ad4c-afb5ceec26d1 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization ptflops: a flops counting tool for neural networks in pytorch framework, 2018-2024
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9656301-06b1-4746-b808-65d7639e6e93 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Hugging face: Revolutionizing ai and nlp
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6e01a90c-2511-497c-84ff-28cd55093311 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Imagenette: A smaller subset of 10 easily classified classes from imagenet, March 2019
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f18c12d1-a693-4861-8625-103ed40d0bea · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Learning multiple layers of features from tiny images
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6adee73f-3a91-43af-9f43-16347e8cf730 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Imagenet: A large- scale hierarchical image database.2009 IEEE Conference on Computer Vision and Pattern Recognition, pages 248–255, 2009
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9a88a296-d15d-4b44-b423-b7472f4b4aa5 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Deep residual learning for image recognition
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a92dec4-381e-40d7-b238-57c49c6044d4 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Prediction of covid-19 disease with resnet- 101 deep learning architecture using computerized tomography images.Türk Do˘ ga ve Fen Dergisi, 11(2):36–42, 2022
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 45e2fc48-fcb1-4dac-b3a9-02061740cc30 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Brain tumor classification using resnet-101 based squeeze and excitation deep neural network
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d2c6eeff-36f8-4565-be52-42771b5956c4 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Deep learning approaches to automatic chronic venous disease classification.Mathematics, 10(19):3571, 2022
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bfd4fac5-284a-4f0f-9a16-617055ed32fb · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization COVID-19 detection using ViT transformer-based approach from Computed Tomography Images
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4404e973-118c-4182-97c1-f3516908fc06 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Swin transformer: Hierarchical vision transformer using shifted windows
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd98bd84-5fe0-4c42-8222-ed361d19dee4 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Training data-efficient image transformers & distillation through attention
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4dfcd602-5686-4cc8-97de-178968c43701 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Pruning Filters for Efficient ConvNets
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ee58b8c-6e09-4663-85a2-b1ac722dade2 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Implicit Filter Sparsification In Convolutional Neural Networks
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1f96bd8b-3f96-4340-8c16-b586eb0e0a66 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Onnx runtime: Quantization
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation afe3269b-d528-4ad2-ba0e-eafa4b0dceb6 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Unresolved cited work
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e5317e9-a149-4afe-82db-6f18a64f9456 · outbound
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization Unresolved cited work
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f8e85fa-1fe2-4018-bfda-0ce553d0ceea · inbound
PerfAgent: Profiler-Guided Iterative Refinement for Repository-Level Code Optimization ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb90c842-a650-43c5-8670-334baff7bfb4 · inbound
APQF: Agentic Profiling-Guided Structured Pruning and Mixed-Precision Quantization with Adaptive Fine-Tuning ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.