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Paper Citation Record · LEDGER

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration

As of 11 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2608.00458.

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

pith.paper-citation-record.v1
2608.00458 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T01:00:59.870718Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

35 of 35 outbound references displayed

  • verified exact1
  • verified fuzzy32
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a679dc4f-34ae-497d-bde2-bba9947179ba · outbound

This paper cites Autogen: Enabling next-gen LLM applications via multi- agent conversations,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Autogen: Enabling next-gen LLM applications via multi- agent conversations,

Reference 1

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raw_fallback, observed 2026-08-05T01:01:00.475421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.727182Z digest=sha256:4d4324b97096f11aa62f3d55b9f5d4e51c70aedf55ea52a11557807533d5d7c1

Observation 48ec73dd-de5b-4bd9-a152-dbabe4373292 · outbound

This paper cites MetaGPT: Meta programming for a multi-agent collaborative framework,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration MetaGPT: Meta programming for a multi-agent collaborative framework,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.458676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.731909Z digest=sha256:c4645952aad64a88fc78d1b8df326917010ed03a0094904b4f20d7f78eb0cd9f

Observation 4996aa73-cd97-4eee-8df5-2e289b700843 · outbound

This paper cites Cut the crap: An economical communication pipeline for LLM-based multi-agent systems,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Cut the crap: An economical communication pipeline for LLM-based multi-agent systems,

Reference 3

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raw_fallback, observed 2026-08-05T01:01:00.443565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.736052Z digest=sha256:2e2f2412ca715b18e31f33f20e5e70a73074617a0a312ff7038793e48b344173

Observation 2365e572-081a-41f3-9108-3bc97555dfa8 · outbound

This paper cites AgentDropout: Dynamic agent elimination for token-efficient and high- performance LLM-based multi-agent collaboration,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration AgentDropout: Dynamic agent elimination for token-efficient and high- performance LLM-based multi-agent collaboration,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.425859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.740209Z digest=sha256:ab4a7ed9f5e643e4c6b4166613da28e97885f82a4900bf2cedcd90b2330e1864

Observation dfa4fead-6ecf-424f-b9ef-5d655567b173 · outbound

This paper cites SafeSieve: From heuristics to experience in progressive pruning for LLM-based multi-agent communication,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration SafeSieve: From heuristics to experience in progressive pruning for LLM-based multi-agent communication,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.408354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.744481Z digest=sha256:6baccfd97196e189a04b6f623835eb48a664ae3b798eb30a7fea42bdd678ba88

Observation 5f4f1483-c1c8-4435-ae5d-f991f64150b2 · outbound

This paper cites Improving multi-agent debate with sparse communication topology,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Improving multi-agent debate with sparse communication topology,

Reference 6

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raw_fallback, observed 2026-08-05T01:01:00.392508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.748355Z digest=sha256:5c59e959d130302f50cf47b47f4b2ddd60c80bcbb46471647f8f66e5136171f7

Observation 62194ede-054f-48e0-a8ce-f6ba32915729 · outbound

This paper cites G-Designer: Architecting multi-agent communication topologies via graph neural networks,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration G-Designer: Architecting multi-agent communication topologies via graph neural networks,

Reference 7

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raw_fallback, observed 2026-08-05T01:01:00.376131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.753452Z digest=sha256:ab83a205c2a401ced5513c7f9ab08ff9c7b947013e04ab10a41eac6922d7dcc6

Observation f447b013-ca91-4f1e-b005-cbd7837d639b · outbound

This paper cites MasRouter: Learning to route LLMs for multi-agent systems,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration MasRouter: Learning to route LLMs for multi-agent systems,

Reference 8

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raw_fallback, observed 2026-08-05T01:01:00.360858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.757757Z digest=sha256:6d51220c8e235d2d5875fab477becb8a6b128808b956c1d2cc8c44a52d4a543a

Observation ece4c3a4-bd70-4aa3-a9fe-9989c203c9b2 · outbound

This paper cites LLMLingua: Com- pressing prompts for accelerated inference of large language models,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration LLMLingua: Com- pressing prompts for accelerated inference of large language models,

Reference 9

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unresolved
no resolver link, observed 2026-08-05T01:00:59.761947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T01:00:59.761947Z digest=sha256:1ea68aa58ad33b7a295ae5588f535b10ec4c86af8324c610f7d0f349d5200747

Observation a06c92ee-0214-4022-9015-970fd910f882 · outbound

This paper cites LongLLMLingua: Accelerating and enhancing LLMs in long context scenarios via prompt compression,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration LongLLMLingua: Accelerating and enhancing LLMs in long context scenarios via prompt compression,

Reference 10

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raw_fallback, observed 2026-08-05T01:01:00.334595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.765966Z digest=sha256:897257866be819165064c9f156bdf9ffbb91dbc7e8ea410da6c75e50d8d811a7

Observation 858081e0-f92e-40a9-81b2-7ae9eb213568 · outbound

This paper cites LLMLingua-2: Data distillation for efficient and faithful task-agnostic prompt compres- sion,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration LLMLingua-2: Data distillation for efficient and faithful task-agnostic prompt compres- sion,

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.320477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.769792Z digest=sha256:0e2576f5033bfa4701185796c0d958a19901b6828cef87955135f5d2a007bc9a

Observation 062b4fd1-0e71-4718-b843-7f9e6c69d53e · outbound

This paper cites KVCOMM: Online cross-context KV- cache communication for efficient LLM-based multi-agent systems,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration KVCOMM: Online cross-context KV- cache communication for efficient LLM-based multi-agent systems,

Reference 12

Resolution
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raw_fallback, observed 2026-08-05T01:01:00.303075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.774000Z digest=sha256:1fcfc203fe096951896a44fe777ee88922719affd2b3492bb7aacca0f934260d

Observation 7b6afb4a-01bd-4759-8422-93371933e3f7 · outbound

This paper cites Q-KVComm: Efficient multi-agent communication via adaptive KV cache compression,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Q-KVComm: Efficient multi-agent communication via adaptive KV cache compression,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.285318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.778426Z digest=sha256:1ef938c892fc2e3b4a0c1f00c11e8c68c665634fbd195a72bd53d7e25c1c2b65

Observation 325bc8ad-b143-4307-84cd-5a43305569d7 · outbound

This paper cites Evolving Idea Graphs with Learnable Edits-and-Commits for Multi-Agent Scientific Ideation.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Evolving Idea Graphs with Learnable Edits-and-Commits for Multi-Agent Scientific Ideation

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-05T01:00:59.914720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.782818Z digest=sha256:e2f0c2f64d44faa89da6897e8c738ed3737167bce8cc2ed8b706798ac53540ab

Observation 6f8d8409-b83c-4893-ac8c-83bf7f772b25 · outbound

This paper cites Multi-agent architecture search via agentic supernet,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Multi-agent architecture search via agentic supernet,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.265795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.789105Z digest=sha256:93dcb30cb8978f287f4830dff8875c50538030b9675a85292727b84a45042e81

Observation 733e4788-5dab-4bc0-9775-4c4bad21d4b4 · outbound

This paper cites S-DAG: A subject-based directed acyclic graph for multi-agent heterogeneous reasoning,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration S-DAG: A subject-based directed acyclic graph for multi-agent heterogeneous reasoning,

Reference 16

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raw_fallback, observed 2026-08-05T01:01:00.250124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.793476Z digest=sha256:ffb60098efc0765592a0e7ae88f44f597c04ad14f8d00152e43e90d6feb41b58

Observation dcb1f14d-0a13-4a06-ba6e-4baae8ae6b1e · outbound

This paper cites Learning multiagent com- munication with backpropagation,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Learning multiagent com- munication with backpropagation,

Reference 17

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raw_fallback, observed 2026-08-05T01:01:00.233604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.797902Z digest=sha256:342a4ee09c21e35369ae359cd9c435cb87fd84d712d2ad51cafd78cd6b397932

Observation c94f762b-674c-4011-9cc0-cc59c94e5d2a · outbound

This paper cites Learning to communicate with deep multi-agent reinforcement learning,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Learning to communicate with deep multi-agent reinforcement learning,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.218180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.802489Z digest=sha256:5f6a61dd8c462086dfdd6b730df78bbbc3e1971159db9f87a552cfd6094616f9

Observation 5fcce129-2a98-4c59-a011-827faab1586e · outbound

This paper cites TarMAC: Targeted multi-agent communication,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration TarMAC: Targeted multi-agent communication,

Reference 19

Resolution
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raw_fallback, observed 2026-08-05T01:01:00.201882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.806847Z digest=sha256:7fdddd6ba72dc8f024483d42841b2306da7e44520ad49b73a44c91e9e9faec02

Observation ebd4fabb-4ecb-4a56-b48c-f1bdec6c83f5 · outbound

This paper cites Learning when to communicate at scale in multiagent cooperative and competitive tasks,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Learning when to communicate at scale in multiagent cooperative and competitive tasks,

Reference 20

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raw_fallback, observed 2026-08-05T01:01:00.183186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.810912Z digest=sha256:27c671641450e746f5e3952926035b40841e41a28e9475c8b18c03a068700ea0

Observation 5963666e-7e3e-4b24-b6e4-5db65f03ffde · outbound

This paper cites Learning to schedule communication in multi- agent reinforcement learning,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Learning to schedule communication in multi- agent reinforcement learning,

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.166218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.815093Z digest=sha256:99375f7ed443f28180f6cf60ec3747a17f8bbfec50f709113c82f4b2ad42d9fb

Observation 8cefd0da-c6bf-46d3-b86e-ae7b156e8541 · outbound

This paper cites Deep learning enabled semantic communication systems,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Deep learning enabled semantic communication systems,

Reference 22

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unresolved
no resolver link, observed 2026-08-05T01:00:59.818991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T01:00:59.818991Z digest=sha256:13e9ea8c88a883c2b97948d2fc7f595757628ff9b6f5fd753bba8b286647b80a

Observation ea75f2d1-0388-479b-8297-bbea22224830 · outbound

This paper cites Learning-based scheduling for information gathering with QoS constraints,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Learning-based scheduling for information gathering with QoS constraints,

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.139418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.822735Z digest=sha256:afd0a936755b72477c297891f27b7a770a60f6fd24343e6dd13a534a3cadfbed

Observation 9121e7f6-1d7a-4906-b10c-dd707fc368e0 · outbound

This paper cites AdaSem: Adaptive goal-oriented semantic communications for end-to-end camera relocalization,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration AdaSem: Adaptive goal-oriented semantic communications for end-to-end camera relocalization,

Reference 24

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raw_fallback, observed 2026-08-05T01:01:00.124427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.827075Z digest=sha256:7add217074707eafe143ff2104684259a13c57111047b4c996c5d7d06383703b

Observation fef12754-2d29-46ef-a1ef-035e8f35ade7 · outbound

This paper cites HALO: Semantic- aware distributed LLM inference in lossy edge network,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration HALO: Semantic- aware distributed LLM inference in lossy edge network,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.108561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.831274Z digest=sha256:8b4cc44775204630db49f2c7a52ab235786a867d177a2b72ad217090d62f9984

Observation 05a833de-bd4b-4bef-bbd2-bf9175b38818 · outbound

This paper cites Semantic packet aggregation for token communication via genetic beam search,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Semantic packet aggregation for token communication via genetic beam search,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.091279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.835034Z digest=sha256:7b6966405bc507ce39da51088d53f7916fc20f5ad846e795b0ae8fc02c2cb346

Observation 227d514e-cc8e-48f5-aa63-8a527b0ba3dd · outbound

This paper cites Distributed inference with deep learning models across heterogeneous edge devices,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Distributed inference with deep learning models across heterogeneous edge devices,

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.067732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.838638Z digest=sha256:a00639563673b4d2142198e82a68832ee8868cd8a425492a3290ddfcb0b54dbf

Observation f6691f9f-29cc-4267-961b-7952ae5197e6 · outbound

This paper cites Titanic: Towards production federated learning with large language models,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Titanic: Towards production federated learning with large language models,

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-05T01:01:00.048142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.842586Z digest=sha256:bcb520486f89639ec2276a76391597a7be14d95345f567e6a2b67eac6905d2f5

Observation 676351e3-5694-456d-adf7-d0900fc04485 · outbound

This paper cites Hybridflow: Resource-adaptive subtask routing for efficient edge-cloud LLM inference,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Hybridflow: Resource-adaptive subtask routing for efficient edge-cloud LLM inference,

Reference 29

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raw_fallback, observed 2026-08-05T01:01:00.028350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.846575Z digest=sha256:6cdc1da876619da4869f8fcb40b2f859eba53977c030a70941032d0e904714e1

Observation cb15a5d7-846b-451a-921e-852475ae41a0 · outbound

This paper cites Generative causal explanations for graph neural networks,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Generative causal explanations for graph neural networks,

Reference 30

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raw_fallback, observed 2026-08-05T01:01:00.006459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.850430Z digest=sha256:8d09380ea4d0dbca692f2da1129b0be616475496cfa6dabb2e4c0851316a8f42

Observation ca89e67d-6b21-4e24-829b-8b3c68e2a02b · outbound

This paper cites Fact or fiction: Verifying scientific claims,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Fact or fiction: Verifying scientific claims,

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-05T01:00:59.989037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.854284Z digest=sha256:17f8dd48a46a26c3ecf14debf5561ec02cb6a32718ab78cc86c89e28d2fa6eff

Observation 7fc1dbd8-e8a5-4d20-82dd-c78fc07a09ad · outbound

This paper cites HotpotQA: A dataset for diverse, explainable multi- hop question answering,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration HotpotQA: A dataset for diverse, explainable multi- hop question answering,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T01:00:59.973146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.858258Z digest=sha256:a9c5503f96f487f926f8f22c3a95ad90e0e20ab4182eb265adff8240972160b0

Observation 4fbc4d86-830a-4736-8935-6fc54ba35ce7 · outbound

This paper cites FanOutQA: A multi-hop, multi-document question answering benchmark for large language models,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration FanOutQA: A multi-hop, multi-document question answering benchmark for large language models,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T01:00:59.958130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.862607Z digest=sha256:e1d8985d8aeadc697d537de5943f1f8a18ee2e7d0b095e906d365cc603661f03

Observation 8d208a6e-2ffe-4ec6-98a5-620cc45400b2 · outbound

This paper cites Poisoning attacks on deep learning based wireless traffic prediction,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Poisoning attacks on deep learning based wireless traffic prediction,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T01:00:59.943509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.866767Z digest=sha256:b6ca269d5d57573cde9c1b8335e3a708aeae6e79a22f4b2d5b6efe4c24f39ed0

Observation 7c0981f5-8236-4491-b79d-3f078a520d6f · outbound

This paper cites Medley: Predicting social trust in time-varying online social networks,.

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration Medley: Predicting social trust in time-varying online social networks,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T01:00:59.930214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-05T01:00:59.870718Z digest=sha256:ea1bd88075e1ee900d7ec692d99acf6992d49c0e043163ba6c67bb10f681816c

Pith citing papers

No inbound Pith citation observations are available.