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Paper Citation Record · LEDGER

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow

As of 21 August 2026, this Paper Citation Record lists 97 of 97 outbound references and 0 inbound Pith citation observations for arXiv:2508.17826.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.17826 v1

Coverage vector

measured 97 of 97 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:50:18.944756Z

measured 97 of 97 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

97 of 97 outbound references displayed

  • verified exact4
  • verified fuzzy5
  • unresolved85
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bd6eb48a-7703-4850-a452-608763ee58ac · outbound

This paper cites Chhabria, Mateus Fogaça, Soheil Hashemi, Abdelrahman Hosny, Andrew B.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Chhabria, Mateus Fogaça, Soheil Hashemi, Abdelrahman Hosny, Andrew B

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:06.344791Z digest=sha256:6b55ae205c52d6e7bd6bc441981eab1d1fd1fcc07600805b6d7fd2f84a6d3e27

Observation c621a423-c705-4df9-b6a7-1583b93f580a · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-05T16:50:06.454903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:06.454903Z digest=sha256:c068ac5d64d42cfcb1ec2708e76afcd588ab1e408b6fe389636c8ee3c5d27d20

Observation 5b57b2b1-cf52-4590-b4a6-079b5ab4a0e2 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:06.634756Z digest=sha256:a445f92557ae3d4082294045d990bdb8459da67d827b3679469d79e479e9985b

Observation d3f7f012-18a8-498a-b49c-8e4842730db5 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:06.752727Z digest=sha256:4f6af24f15b50e01481be60168ab55821a4916c4cd7c9cdc31e410b535a42423

Observation 24be03e3-2415-4b1f-bc2e-e7f28a8c0df4 · outbound

This paper cites Longformer: The Long-Document Transformer.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Longformer: The Long-Document Transformer

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:06.857927Z digest=sha256:b1838e81ac35db9a481270dbf886c4f528bd4031baf4d97f01f115db9ff40821

Observation 173ea8e2-6b4b-4ccb-b825-4af115636a85 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-05T16:50:06.966171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:06.966171Z digest=sha256:31b0604c87f34338ee680c47ae539d6ac9a5cb043e467306ff6275d681da51f1

Observation ad122c6d-108c-4cca-9f3b-d47cd4aaafe0 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:07.106927Z digest=sha256:16cf09a435f22d9492eb391d310250aa0de3e51bddecc59408c6ed1ce72faf5e

Observation c2d9dd0c-af16-4804-8a84-5c736393ac7a · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 8

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verified exact
raw_fallback, observed 2026-08-05T16:50:22.594762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:07.208810Z digest=sha256:3a33430425976879708a694475b76ed3e0e5296aca41b45a62241ac7798d0fbb

Observation a0e1a9b7-6f8b-4cf2-8407-3a8daf1366d6 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-05T16:50:07.313978Z digest=sha256:4a51c9faec411725fd1aa0b381a61d77194373384dfb3a7d946a5b58fa4dfb05

Observation ac024c58-8fb6-4e83-a708-0f344ebbfc5b · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 10

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verified exact
raw_fallback, observed 2026-08-05T16:50:21.934758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:07.410565Z digest=sha256:6fece1e713d05e6f8387c450f284303acba8ebbf523cd0edd7147e0b0551ce07

Observation a9fe8449-324c-4be7-8b25-1084b1c0f98a · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-05T16:50:07.482912Z digest=sha256:95efe2392d3f435ec1a794af26d1665c7e06b87851530e92e2a4ea6cdad1c18a

Observation 25de62d1-8867-4a44-8c61-fc66179898ea · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 12

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:07.609689Z digest=sha256:4c08a5f4382f2a0fdf7d7f9f2ec48f2d60f7064a5bb3588a863c40369db016c1

Observation 5afa6cd1-f628-423d-b45a-e411e9d2a0af · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 13

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:07.714752Z digest=sha256:edf49d799eefe3cdc3aa01189f2a0f9e94c79afc4078bf945700dd78221de03c

Observation e9d733eb-26c7-493a-9e1d-003d76fc1e97 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 14

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:07.814366Z digest=sha256:b5489c4045dd8de55e76d28e38c6276908ece5bf2e6816fd818ba7056acece87

Observation 60f4175e-9e39-4929-8ed0-d358e96a8d8c · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 15

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:07.946411Z digest=sha256:b5521023bf0c1e827fd3ab34dc64c6869396f34a902815cf7212ae9d408332cf

Observation cfd569a4-ae0b-470b-86c2-5edf1db54722 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:08.058453Z digest=sha256:fd57e0d8b9ca59f205f36da130c411236c57a82474c33233829aa9fbefb5e0ee

Observation 5f418a47-b30d-4a03-86a6-2636bf2d35fc · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 17

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source=pdf_text observed=2026-08-05T16:50:08.214747Z digest=sha256:5bfa768debd506729a7197a9b9e7ac49dbb538c20172b9b2d56b8b07cebeb3db

Observation 01f76450-b507-477a-8a28-e00c08123bab · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:08.320740Z digest=sha256:deb7ee2de3abbc14e81f3555af7ece9374ff125427a6a725b640ca5ff471c764

Observation 10fc043f-ef02-4e4a-a3d5-9cb0a189054b · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 19

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source=pdf_text observed=2026-08-05T16:50:08.453387Z digest=sha256:687f7d02ffc9d4adf26d6e2a40345579ce683b4fbd4eed2a61201e6c46123328

Observation c638c81e-3975-476c-a857-daf70836319e · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:08.574782Z digest=sha256:41410a65552253563cae1ac3ae562d26733664a5da35ce46308ea1ff415b9c17

Observation 575245c1-d281-4940-ab54-18d7d4a427e7 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:08.686343Z digest=sha256:d70b72d498fb92fc434ff82f2ba76326b7e81d3100e6b8b65f7196fe9cd30b1a

Observation 7c9435cc-003a-4510-893f-90adf6b4a974 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:08.755664Z digest=sha256:3e4dbd8e821cf0d6abbe7bb2cf7832ae5de71b6b6fdd22c03e2c962d5623174d

Observation b9aed9f0-b316-43bb-a546-65227d6582a2 · outbound

This paper cites Fast Graph Representation Learning with PyTorch Geometric.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Fast Graph Representation Learning with PyTorch Geometric

Reference 23

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source=pdf_text observed=2026-08-05T16:50:08.866283Z digest=sha256:14288c1646ddffd44cadf254f9e5b284a8b1799b5472a02f49fe87793d087344

Observation bdae9481-1ec8-4ee3-bca1-3be78293b63d · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 24

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source=pdf_text observed=2026-08-05T16:50:09.014753Z digest=sha256:65da3b26d2dd57ca027d957ab6173ce7ffbbb69be0da4bfcfad49ff959092432

Observation e662286d-973b-41df-b4ce-c71f7c1b3a6b · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:09.144773Z digest=sha256:3cad152efa896d1d8304666f16b1ba0930d0b32857ec1be7c044b7e738e80946

Observation 881feb75-7c8d-4d96-b18c-7bc9c855bffb · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 26

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raw_fallback, observed 2026-08-05T16:50:34.934749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation fb319576-ca1b-4a3c-8bfb-23fe3795ef45 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 27

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doi, observed 2026-08-05T16:50:19.327263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 3f071210-82cf-47ad-879e-2497d5cb7a5f · outbound

This paper cites Neutrino Production via $e^-e^+$ Collision at $Z$-boson Peak.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Neutrino Production via $e^-e^+$ Collision at $Z$-boson Peak

Reference 28

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source=pdf_text observed=2026-08-05T16:50:09.587193Z digest=sha256:515c9db942d0fb80e5d0106b0f211e0e433e9584974ae38888a0bd21a5649310

Observation 0c207ce5-da7f-4139-be86-20b6a45717cd · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 29

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:09.769318Z digest=sha256:bcefde3dab781121f83fefc3afef87dc340724fa81dcf375519a28a46b16ca93

Observation ee7d486b-55de-418e-8b99-88b35c66c6a0 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 30

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raw_fallback, observed 2026-08-05T16:50:34.636476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:10.000466Z digest=sha256:93509e6b4aba5c24ebd5a0af8e74a712106699404b1fd0602ba6c390bf0e3243

Observation 324fe328-cfa9-4153-a5b9-fa35e85de9f7 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 31

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raw_fallback, observed 2026-08-05T16:50:34.345224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:10.287825Z digest=sha256:b352d3bbd5364ac155913ae6615ea8dee2854842a025f8646eb9b1cd8bb85052

Observation 5b6b3dc6-5ac7-4a3b-a906-7ee21ff5f846 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:10.465521Z digest=sha256:1893565858200e5c264ce29cfe44d3b29d51156a246e7a21ec24fe2d18a66efe

Observation cbca51d6-17ef-422e-b0d7-1186aac7401b · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 33

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:10.722953Z digest=sha256:5d0d36e0d0cb76a7c89d20ffc8974c5c638e7f820afd4ad16a771822dc456cb3

Observation 119a0bba-6c01-4237-bf07-2acf328150ae · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 34

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raw_fallback, observed 2026-08-05T16:50:34.068332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:10.890820Z digest=sha256:d252285a986d2236fee45672ca85790a17e102fb839b316d5f5c949afaabe929

Observation a70e27f5-a921-4b5c-9dc0-b6af8e03993d · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 35

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raw_fallback, observed 2026-08-05T16:50:33.839618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:11.335000Z digest=sha256:2a5161677e980d2cd6e6e452c680ae105b335d46d596fc5f4de72b80b70f344d

Observation 22b9b7ed-222a-4535-8dff-5eb2d86bdf2b · outbound

This paper cites DenseNet: Implementing Efficient ConvNet Descriptor Pyramids.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow DenseNet: Implementing Efficient ConvNet Descriptor Pyramids

Reference 36

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no resolver link, observed 2026-08-05T16:50:11.475406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:11.475406Z digest=sha256:ec6b1ef3af360dcd9aebf23755988da320f8b057cb80d65fbd50e289569feca1

Observation d6cd2809-0134-40aa-b685-d0c93adb58a0 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 37

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unresolved
raw_fallback, observed 2026-08-05T16:50:33.751264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:11.610564Z digest=sha256:eda04254838045f2ecd5333a012178e4ea2de028266e503f7b7c66de23961908

Observation 09fcefbf-ef21-4539-92a9-6a99b7c8a03a · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 38

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unresolved
raw_fallback, observed 2026-08-05T16:50:33.504753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:11.693967Z digest=sha256:35894cc2bb65e5ae46f8a11eb67d724de2e4a7b74c1f28b9219c00d81b5ccfe4

Observation 97c0fbb1-5a70-460b-bdbe-a856169b3f21 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:33.184759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:11.775595Z digest=sha256:086ae68f392ac2da8911df31b32dbb9c54d529fcdc945b183543784b08302db3

Observation 0e579e81-adec-4375-a1f5-0f3316524390 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:32.904750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:11.874445Z digest=sha256:ad4de26b5ca2df32691972c280d52b38f705819590c5022bf4430db09949b6b2

Observation 69350f34-b83c-43da-b1c4-86c482967b79 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:32.711172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:11.950525Z digest=sha256:fcb4674eeec3eeca4dd228670ee901f67a2753431bb55dc9128f2a2b3fc46ce1

Observation 8a09c4dc-8a81-489a-9ce4-5aa19568d22a · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:32.534759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:12.054820Z digest=sha256:b4246e6054c0fd13fc625356c49e7d1dcea48a11ce77f262ae64fa143e225988

Observation 9b2cfa6c-cf2d-4608-ae68-3c2d2a84a474 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:32.315936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:12.152344Z digest=sha256:2eee5313baa4914ae8d636075fbd768a4aee80c623df97ee54b1c0b6dee803a0

Observation 8a1d0fad-9a13-4e62-b505-130bb8bba837 · outbound

This paper cites Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, Demis Hassabis, Claudia Clopath, Dharshan Kumaran, and Raia Hadsell.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, Demis Hassabis, Claudia Clopath, Dharshan Kumaran, and Raia Hadsell

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:50:32.054755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:12.242313Z digest=sha256:ceedc715fd161a8f109955ab01950e976ff9a4868ee492cd63608fba7b927581

Observation 5a72c830-f24e-4fde-a7c8-98baa22917fe · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 45

Resolution
verified exact
doi, observed 2026-08-05T16:50:19.190599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:12.370126Z digest=sha256:2977ca3abb3ff2b213442be3d89f81e2b7ead25b478e0e7bb81e0828a0db46b1

Observation 0930fbb6-a9ab-4aff-8a17-ef5230f5fa63 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:12.435582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:12.435582Z digest=sha256:6437c218aaa018a7143f0ffb007c117d5e9547dcba5e26b4b64fc942e39e7ef5

Observation 5aa37ce5-06c0-439e-ae88-8e6e80b56d81 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:31.734760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:12.534854Z digest=sha256:ca8fcbbab4687c2f0107e8e9c4800ab74dad8b5d14968be24da4a461c7bdabb3

Observation fda55e15-c431-4509-aa29-41987d7b1986 · outbound

This paper cites ALBERT: A Lite BERT for Self-supervised Learning of Language Representations.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow ALBERT: A Lite BERT for Self-supervised Learning of Language Representations

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:12.635325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:12.635325Z digest=sha256:39b42311fe08b63c67a7a8351cdd80a60e71161b7645af5a9007a7fe21cb135c

Observation e5a7f8fb-5a61-4e3d-9750-408c398cdae6 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:31.439626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:12.725490Z digest=sha256:9e5a66585900ac8db509246f5512b8c771dbb3e98491c25a1c3a24675a3128ca

Observation 53adc482-6cfa-4421-ae8b-cbe156c8e142 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:31.144748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:12.891584Z digest=sha256:6fbb7d42dbe036b78e4f39d8c4077c782fb5ee4cdc395ffa6dd37ebae2fac621

Observation 3970fdff-e559-4e41-beb7-6c2ab14963a5 · outbound

This paper cites RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:13.044848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:13.044848Z digest=sha256:b0846c00647dfe7027c2f17c60757405fbdf1b13990ac7e2aa8521943330d9cf

Observation cc742372-0a15-4e11-9a18-7c814edcb116 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:30.884756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:13.146777Z digest=sha256:4cd2ac4c4e53df9bebc1b8ac3430f5107529d1f54380c44121108115977a6cd2

Observation ccdb0cb4-ca03-4094-813e-6bc237183841 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:30.753405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:13.294760Z digest=sha256:6855286ea6a404be2e7bb143f772e041b564440c1b10aa035c6e62bf0173a73b

Observation ccf19d48-5e4b-40b7-8b8f-bb98f314c5f9 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:30.460656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:13.427109Z digest=sha256:8d70cf601e812fd26c5b77fa3abec3c36cec558d305cd203e93d826d50d90ac0

Observation 6fd3d451-364c-4593-b1a6-b97a27b279ae · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:30.160839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:13.665248Z digest=sha256:6f56f0ecd31a9e0486071059cb05ea6ca18ede13a530eb8c1ce76cdd6a7c4f17

Observation 76ae01a8-9216-472f-9630-a141f1dce18e · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:29.875146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:13.854762Z digest=sha256:428c19e17d10cb7468426f0a0b4d32235396ba7723631607f0a1bf9bdc3a4424

Observation d4bae748-d2a0-4663-a67b-edc00818d5ea · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 57

Resolution
malformed identifier
no resolver link, observed 2026-08-05T16:50:14.024747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:14.024747Z digest=sha256:efdaa04c7624556a7bc82832233e745ebac2cc67515c9ff3fd5bec2e197e3361

Observation 3ffc8717-a83d-4045-8ec8-f3f7805bf430 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:14.124751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:14.124751Z digest=sha256:2ff03b70da0622cbbb885b29a8c619c64c44c1a9e1a3f8a7cc5e88d389341888

Observation ec5b5918-3c96-479c-a0b9-1f6d6aba2288 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:14.300469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:14.300469Z digest=sha256:35b321f2ac099b76016285926e5afa989bf863b7b68e2d7de02a18d290048df2

Observation 9f2a0b52-e7d2-4a91-b316-60456d92329f · outbound

This paper cites Improve Mathematical Reasoning in Language Models by Automated Process Supervision.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:14.478411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:14.478411Z digest=sha256:a2ad4c8b126513be1afb3e3fa84d1144432a3ed74ffb86fd033db2623e9efcda

Observation 8be5f965-2cd5-40b4-9d7a-a2b0cdabcbd0 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:29.621767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:14.624748Z digest=sha256:5fd27cc290d7d32dec10d20024318395f61ed8dada0ff53fcd90304b07623a88

Observation e6c8abb7-7a27-4ae5-a525-8badce7b0e05 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:29.394984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:14.724774Z digest=sha256:1f76a8ac02f6749e953e5b9f2ca82b53940e840b882c2c360a6bbaa5916fd49b

Observation e88ed302-f9a0-483b-8c4e-d8276b937ec2 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:29.089898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:14.834759Z digest=sha256:bf52451892a2a64d11bbb17313f0c78f841b686eb0c97af2cf06458116368ce4

Observation 848d586d-f604-4bf9-b543-624c77776036 · outbound

This paper cites Ying, Anurag Mukkara, Rangharajan Venkatesan, Brucek Khailany, Stephen W.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Ying, Anurag Mukkara, Rangharajan Venkatesan, Brucek Khailany, Stephen W

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:50:28.929888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:14.988500Z digest=sha256:80b8281a42ebb60cd8b78ff7cec9c7bfd4be7f723df26e868b4992df367c0602

Observation ecd17d5e-7277-441a-8a6c-b0ef389c0b79 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:28.824246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:15.134753Z digest=sha256:041c1f64981af8877add1a2a785d5be6942c86dfe2d470a9b2941fbf990b8bd5

Observation 0f371c5b-636c-48f2-a964-29cdca7f9073 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:15.334751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:15.334751Z digest=sha256:4a4a8bb53e37258586b4b94631bc8fa3bc4717f744985d189895fb6d48e75845

Observation e6587bb8-f4af-423a-826d-365af6ec2f49 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:15.455540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:15.455540Z digest=sha256:08cf82639d0ce758ecfbdbf27b621bc1d07726c8c8ce369d4c7476a9b64f44cd

Observation 36bd32e0-6d33-4142-8383-b1391d10130d · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:28.562174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:15.574238Z digest=sha256:407d540cebe25c2a04206ba96ec4774c559096a658304d7dd66e353041680fc0

Observation 1abaa1a0-d38c-4c9d-b921-b51d551996a3 · outbound

This paper cites Abellán, Ajay Joshi, John Kim, and David Kaeli.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Abellán, Ajay Joshi, John Kim, and David Kaeli

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:15.694759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:15.694759Z digest=sha256:028cec655c22abf8a7fed43bbd8ac26083d67f5e8a9734934ff7d82e71451937

Observation ebeff4a2-04ed-4d7f-ab36-c2671a9b76d2 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 70

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T16:50:20.924752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:15.800236Z digest=sha256:1b95a47a70700e949106aea138b03021efe28e2d13a15cc0eed48ea577d677c6

Observation 53a3be94-d78a-417c-9211-94142f1855f3 · outbound

This paper cites Qwen2 Technical Report.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Qwen2 Technical Report

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:15.944658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:15.944658Z digest=sha256:b043a7cb0a8bfdcf13f18d4e1c607d8720545112fcee8ec0365ee5f569bd76df

Observation 17af15f0-07d4-4219-a180-a59b9a536817 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:16.097987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:16.097987Z digest=sha256:a6c35d13b7565e86f09435b8204cc0b7205f4676df338f22b523e8665a290b59

Observation 87d4b607-04ae-4673-92ea-92447b67c1d1 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:28.209141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:16.231139Z digest=sha256:f8a26d366a372aab733243331758be23ea033fce6157c5497eae795ffd2d1886

Observation 903cbd8e-dd97-4212-a7a1-276856e20c7a · outbound

This paper cites Tensor Comprehensions: Framework-Agnostic High-Performance Machine Learning Abstractions.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Tensor Comprehensions: Framework-Agnostic High-Performance Machine Learning Abstractions

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:16.308928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:16.308928Z digest=sha256:114ab15f6be8acf69116d666c1a9d8ad69999fce29562360a9d66465a2c2fd02

Observation 208beafe-9eac-44e7-aa40-9004a8c26bc0 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:27.982608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:16.440595Z digest=sha256:aa6c9e54b8a767b69142e60adeddb8cfe0e37f94eaf186ebb369ec7f3a905f0a

Observation bed127e4-cdfb-4638-84a5-08676db45567 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:16.534892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:16.534892Z digest=sha256:51e72d9d696977b46b28ccee17b61eb9e9fed6d2433402fd0e731f212e28d5f2

Observation 119425ed-fb27-4fc5-b64b-155d8a61d5c6 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:27.755066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation fab89e44-c20d-46f6-83b0-dad609484f7c · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:27.454748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation ad6d29ea-52d4-42e0-85c0-28cce4e42899 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:27.184121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 86618ef8-6d7f-4829-9b00-cde185fc8d19 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:26.973096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation a5ff0306-fb0c-4198-b5f6-b04cb884ff0a · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:26.639195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 5c266d78-9e02-489d-8131-f1fd344207c9 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:26.334784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation e64d0148-fcc7-40f9-810f-b44b014403a0 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:17.334749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:17.334749Z digest=sha256:231f0f1e67bbe0600e2b118b629b15999b0f38b67a03de37a5ad274be3ea0fed

Observation 59290e10-1fde-4d05-ad83-6c726715df65 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:17.416411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:17.416411Z digest=sha256:2c27a9244cc6ceec2d4f34ba979b46b19d034ded21ab7b054d5b8de25ff3d554

Observation cc4ec1a7-5a9f-4ea1-97a1-80335be66af6 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:26.134748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:17.582788Z digest=sha256:e0f51b93122b72d80531b548a9c77696562e17b5f06594ed1abebfe3878b76e9

Observation 3ec7aa10-73e8-4bc1-9141-8f5c4d6b9345 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:25.963568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation d10d5424-4170-41c9-81fb-a04102dddfe4 · outbound

This paper cites Multi-Scale Context Aggregation by Dilated Convolutions.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Multi-Scale Context Aggregation by Dilated Convolutions

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:17.939323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:17.939323Z digest=sha256:9135581919522b3f92b5e7929cb3eebe7e4dfb666f6131fc775d6bd0463351b9

Observation 57a3064d-61c0-47cd-8004-dfa45e6e9d83 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:25.294767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 9be9419d-d9f1-4b7b-b764-83fd3ed573b4 · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:24.934754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:18.189060Z digest=sha256:dcedfad4b48d3e369f488ece7e8a7f93862c1856fe64e788e404387b58f3ab49

Observation 9127b825-9bab-4365-b486-a96ef247c0dd · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 90

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T16:50:19.844753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:18.324299Z digest=sha256:ac4355e39c0672fb10efcb6c24a05ee18e31cac7e82b6539959c709d1644041f

Observation 15672939-4957-4a13-a444-301388340030 · outbound

This paper cites Gonzalez, and Ion Stoica.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Gonzalez, and Ion Stoica

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:50:24.584757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:18.468540Z digest=sha256:b3e6ee8b5401a571e7fb647d532273c6d25f3ce9711e21c60b239beebf54fc0c

Observation 2cfebdee-fa34-41a3-8709-71a9e5e63261 · outbound

This paper cites Gonzalez, Ion Stoica, and Ameer Haj Ali.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Gonzalez, Ion Stoica, and Ameer Haj Ali

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:50:24.304759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:18.592576Z digest=sha256:0aad7d9667a8a74a5d63d26be8a7a25cf3c6fe8443cfda60d0fae2d5602d3317

Observation a0c835ad-996b-4f40-a9f7-946af15a148a · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:24.046910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:18.705579Z digest=sha256:3d8448db4259597777a13b5922f61986f8c51c21ed689bd905c53f1787a541bf

Observation 2b56f93e-2102-4ef4-bf52-1167c4c2478d · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:23.504933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:18.834755Z digest=sha256:ed15ab86f1e55338dfcb63fd1241ea18e98ceeda5b8d75c943314b6c97f83465

Observation b921c789-227d-49b9-8d09-c4848002c82f · outbound

This paper cites an unresolved cited work.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:50:23.150802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:18.944756Z digest=sha256:70b4b18cff815ac7efa82e824d8a2de80d741ae9143f701209e23e09d05e1f5a

Observation 835f0190-2c1e-458e-ac64-ed4e74622830 · outbound

This paper cites In Proceedings of the Twenty-Fifth International Conference on Architectural Support for Programming Languages and Operating Systems.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow In Proceedings of the Twenty-Fifth International Conference on Architectural Support for Programming Languages and Operating Systems

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:50:25.634752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-05T16:50:17.805434Z digest=sha256:1d2b748b256e0e8b374b5ec1d496857a7b220a425b1850fd0f0bd72e3a1fcda4

Observation 7b02222a-1196-4d46-b70f-280117d9aee1 · outbound

This paper cites DynaCode: A Dynamic Complexity-Aware Code Benchmark for Evaluating Large Language Models in Code Generation.

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow DynaCode: A Dynamic Complexity-Aware Code Benchmark for Evaluating Large Language Models in Code Generation

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T16:50:11.134897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:50:11.134897Z digest=sha256:3c17d91bca035724945f26098095c8cac79a0996fdbaf01e14216d70eb13b17b

Pith citing papers

No inbound Pith citation observations are available.