Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T22:28:53.094512Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2511.10480.
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 2026-08-03T22:28:53.094512Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
79 of 79 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 975457dc-9204-4395-8c44-09011c4f3e12 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4dbe21a8-1c57-4cd2-aa4e-15f05310a67b · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs TensorFlow: Large-scale machine learning on heterogeneous systems,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4685d74e-8012-4905-82e6-421da4e4cb8d · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c09dd53-1925-487e-8d25-1536867c40b0 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs vTrain: A Simulation Framework for Evaluating Cost-effective and Compute-optimal Large Language Model Training
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91831e5b-22c9-4ae3-aa54-05fe7fc4caab · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Deepbench: Benchmarking json document stores,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f46ca54-e889-4b7d-a599-1d3922563172 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Language models are few-shot learners,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ce579b1-4444-4512-bbe3-8bce9924f069 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Aws trainium: The journey for designing and optimization full stack ml hardware,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c622762-7e9b-449a-a10a-63a3677c3d9c · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs CS-3 System,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcfca20f-d33d-4e93-839c-571db128b570 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs TVM: An Automated End-to-End Optimizing Compiler for Deep Learning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d018ef79-24e6-4a0c-bbc2-607818b6f872 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Llmservingsim: A simulation infrastructure for llm inference serving systems
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c28aec7-d1cd-457a-96cb-29c4f3c56ea3 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs PaLM: Scaling Language Modeling with Pathways
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd9c2cd4-b437-49d6-ba13-037fa9887cfe · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df3c1376-69b5-4510-82b3-091366234152 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs (2025, Feb.) Deepseek v3/r1 inference system overview
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 588f51db-2474-4f7f-b5ab-1f37dfe726fa · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dd8bbee-eb49-428c-a136-84bf4955be46 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Deepseek-v3 technical report,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27d613b0-1a54-4ccf-b71d-6260a883f0bf · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acea6a6b-8cf9-467d-baf1-0c69dd4f68a5 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Proteus: Simulating the performance of distributed dnn training,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bfca747-4d4a-420a-a6c1-bf45f2052fce · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs DeepSeek-V3 Technical Report
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a9f9172-58e4-4bf4-993f-7ea089a8ce94 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Zamba: A Compact 7B SSM Hybrid Model
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f20adffd-0b6e-4a3a-8efd-5b1eafa11e81 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs The llama 3 herd of models,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d440f639-569a-4bca-bb08-2837deb82c85 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b628937c-9f23-49d8-a535-a5de8a1ab5d7 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 597bdd83-b4f5-4542-b453-a181c5219d31 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs PipeDream: Fast and Efficient Pipeline Parallel DNN Training
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ea03c1f-082e-4227-997b-331b8a18e7a3 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Nemo: a toolkit for conversational ai and large language models,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1995586a-bff3-4096-bdb1-e433488f776b · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Mad-max beyond single-node: Enabling large machine learning model acceleration on distributed systems,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33dc3a51-316d-4298-a6ea-b47191ab994f · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 509cecf6-35b6-4e51-8f1d-57286cd66ec1 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Accelerate: Training and inference at scale made simple, efficient and adaptable
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 148861d7-e07c-4ac9-a923-3e39bb41ce1b · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Beyond Data and Model Parallelism for Deep Neural Networks
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bf79a5f-d122-4ff9-9dfd-3ff57231abfe · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Mistral 7B
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 920d2d2d-0e83-4006-8cfb-3f816f80bab7 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Mixtral of Experts
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e87420b-6699-49ff-bb70-79296f00c0b8 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Scaling Laws for Neural Language Models
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd72bef0-284a-454e-8a79-5622d3faec4a · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Calculon: a methodology and tool for high-level co-design of systems and large language models,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b851992-037f-4081-adcb-bca6e9a8c962 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7871445-2772-4709-8485-403bbfa86d0f · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs PyTorch Distributed: Experiences on Accelerating Data Parallel Training
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9dcb9c4-fb02-40d8-be20-077952eadb37 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Mystique: Enabling Accurate and Scalable Generation of Production AI Benchmarks
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0f732da-6b9c-439c-b604-9f115791c3ea · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Lumos: Efficient Performance Modeling and Estimation for Large-scale LLM Training
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0fd7fba-7f23-4a1d-9063-d8b7f7787471 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Reducing Activation Recomputation in Large Transformer Models
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5afdbfc-fafb-4c09-aa18-866e4df4258b · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs (2025, Apr.) The llama 4 herd: The beginning of a new era of natively multimodal ai innovation
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8651109d-a51f-4dac-bbf7-35ac7d2ec61c · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Chakra working group,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 096a128b-f444-45e8-9285-8951478e63ad · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Chakra schema,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8c20ec4-ccf4-47d3-8a17-dc54f6c81886 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Mini-batch Coresets for Memory-efficient Language Model Training on Data Mixtures
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69c51205-91da-44f1-a197-3a07fa2541cd · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Jamba: A hybrid transformer-mamba language model,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 780b49ae-9675-4bf1-91b0-07024ac78175 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Jamba: A Hybrid Transformer-Mamba Language Model
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bea1c8f9-4b95-4c5d-836c-5166650091f5 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Nvidia nemo - open-source toolkit for conversational ai,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a839e268-7aa5-4d31-913f-2a878dd3f35e · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Cuda profiling tools interface (cupti),
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41ec3c05-b888-4027-a103-2d46a92adc7a · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs NVIDIA HGX Platform,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74f5e107-7883-4aac-b9a2-8a73c8fc40f7 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Tensor-train decomposition,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 245ae9c8-b30f-4921-8ad0-447f32375204 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Dnnfusion: accelerating deep neural networks execution with advanced operator fusion,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51e92297-962e-4f9a-8c97-4f75e4bada93 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Nvidia cupti - cuda profiling tools interface,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3d97571-ab5f-4562-b65c-37dcdd6e105a · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Kineto: Performance profiling library for pytorch,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05b2cf1c-92a2-4c13-a680-466266f89427 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Zero: Memory optimizations toward training trillion parameter models,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21a126c3-4918-4e70-9e6b-1a1408847406 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Themis: A Network Bandwidth-Aware Collective Scheduling Policy for Distributed Training of DL Models,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba07bf13-a314-4d7f-9994-65bb45681de4 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs MLPerf Inference Benchmark
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd138f74-44de-41d6-850d-56291f13d05f · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs PyTorch: An Imperative Style, High-Performance Deep Learning Library
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a6bbf08-3e0d-4918-8482-0075ab44c359 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Pytorch profiler recipe,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbb5cb81-42bd-4148-99e2-5ede5054aa8b · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f67695b0-17db-4c65-bc77-47ce67c7d415 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32fe6233-5bae-4ff6-a76d-e87c18403510 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Kineto: A cpu+gpu profiling library for pytorch,
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25df82cd-2db5-4265-9c35-88e469633bb3 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs LLaMA: Open and Efficient Foundation Language Models
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21066473-b826-4001-92c1-5f9368b10766 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Torch.fx: Practical Program Capture and Transformation for Deep Learning in Python
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e570a86-6369-4129-8e6d-95af4d59740e · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Param: A trace abstraction for ml workloads,
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ebec193-2645-4c4a-9d1e-87c7a1cc4e90 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Attention Is All You Need
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation daca4979-14b1-4423-8e99-0e2be961d3d8 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Rail- only: A Low-Cost High-Performance Network for Training LLMs with Trillion Parameters ,
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45616d57-e8d2-47c2-80dd-7f98f4b6f87c · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs SimAI: Unifying architecture design and performance tuning for Large-Scale large language model training with scalability and precision,
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca8970e6-4381-495f-ad4b-f38c7d29c898 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Unity: Accelerating DNN training through joint optimization of algebraic transformations and parallelization,
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdc4641b-48bc-44c1-b0d0-0b97d0c6ad69 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Tensor Comprehensions: Framework-Agnostic High-Performance Machine Learning Abstractions
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 371d7773-2f88-42d2-a8cc-4a386746c2a4 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Optimizing deep learning inference via global analysis and tensor expressions,
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fd9ae50-10e1-4869-9208-d31885ccf81a · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Apollo: Automatic partition-based operator fusion through layer by layer optimization,
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed06e6ce-adea-4b82-ba80-193627ed2bb8 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Pytorch fsdp: Experiences on scaling fully sharded data parallel,
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18591ab9-35d7-4ae3-8332-e4e6ea72a238 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Mist: Efficient distributed training of large language models via memory-parallelism co-optimization,
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2626767-9625-4c06-ad62-920b4b15d03c · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Astra-sim2. 0: Modeling hierarchical networks and disaggregated systems for large-model training at scale,
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f41e0e4f-7e01-40f6-beef-e81b4be8598b · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs ASTRA-sim2.0: Modeling Hierarchical Networks and Disaggregated Systems for Large-model Training at Scale
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f9e6831-0d99-4f11-a4b6-20ec5036afb3 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Available: https://proceedings.mlsys.org/paper files/paper/ 2022/file/e175e8a86d28d935be4f43719651f86d-Paper.pdf
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8490d60b-4e3c-4736-b4a7-b5ef0a4d4939 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cb18936-f7ea-4448-ba31-f839ae01e905 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Resiliency at scale: Managing Google’s TPUv4 machine learning supercomputer,
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 143ceee9-fc1f-407e-b8cf-92e6eb6cc58e · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Language Models are Few-Shot Learners
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a76995e-462c-4fc8-89a5-bc8001026a85 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Proteus: Simulating the Performance of Distributed DNN Training
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 574b2d60-6d92-4447-9477-26fce9eb75ff · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs The Llama 3 Herd of Models
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f585e8c7-3976-4155-a4a6-1e0e762bb0a2 · outbound
Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.