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Paper Citation Record · LEDGER

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 2 inbound Pith citation observations for arXiv:2607.06503.

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

pith.paper-citation-record.v1
2607.06503 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T08:18:06.746853Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:23:58.032044Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T23:23:59.279527Z

Reference resolution

35 of 35 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved35
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d5634cd-fd86-4335-94ef-018f83213328 · outbound

This paper cites Angelopoulos,A.N.;Bates,S.;Fisch,A.;Lei,L.;andSchus- ter,T.2024.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Angelopoulos,A.N.;Bates,S.;Fisch,A.;Lei,L.;andSchus- ter,T.2024

Reference 3

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source=pdf_text observed=2026-08-02T08:18:03.476076Z digest=sha256:46259304579a447e23fcb256bcf4ff2cc5352e604598998dccf96728a5ad1c0a

Observation 919ff70d-3ac6-4e8a-b233-c170ecc263ea · outbound

This paper cites Bates, S.; Angelopoulos, A.; Lei, L.; Malik, J.; and Jordan, M.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Bates, S.; Angelopoulos, A.; Lei, L.; Malik, J.; and Jordan, M

Reference 5

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source=pdf_text observed=2026-08-02T08:18:03.736530Z digest=sha256:da1e50034d49d21cdd789336db509826ae311fe3b8e142cf7fda090057663c45

Observation 2c397fdc-3f76-4945-beea-c6f3d1de481f · outbound

This paper cites Chen, Y.; et al.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Chen, Y.; et al

Reference 7

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source=pdf_text observed=2026-08-02T08:18:03.977814Z digest=sha256:daa5f6d2d5a27ccc37d25116cde91afa07698f0a3f1774f89ae1d19c529250b2

Observation 6a411282-baa1-44fb-8e62-9a6245e71f12 · outbound

This paper cites EE-LLM: Large-Scale Training and Inference of Early-Exit Large Language Models with 3D Parallelism.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade EE-LLM: Large-Scale Training and Inference of Early-Exit Large Language Models with 3D Parallelism

Reference 8

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source=pdf_text observed=2026-08-02T08:18:04.108546Z digest=sha256:5624c2eeb62ffd43c4a58319130274ee5694a4a6c03196b85e42d56c30cd5fdd

Observation f3d74e3f-40a8-4ca9-8651-9f77e3e35274 · outbound

This paper cites POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems

Reference 10

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source=pdf_text observed=2026-08-02T08:18:04.402438Z digest=sha256:ce83c257923dd9c5bebee631bc86667fb57be6aa56ab5206d2b0c1a3d71f39ef

Observation 33a56c80-02a1-4312-a653-764bdbac3b70 · outbound

This paper cites PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors

Reference 11

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source=pdf_text observed=2026-08-02T08:18:04.528603Z digest=sha256:caa2e3161412076671ea72f87ae9151a030f2f6ce235d6a40aaca9e52f070a9b

Observation 3c5c02e3-7455-45de-bda1-72c0c8f0ddfa · outbound

This paper cites Language Models (Mostly) Know What They Know.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Language Models (Mostly) Know What They Know

Reference 12

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source=pdf_text observed=2026-08-02T08:18:04.632072Z digest=sha256:295be5af524545d41fcc03f1bc77dd2dabe4b2b68d983ce85664a948dbc50118

Observation 4a2c4511-e871-4b73-a5d0-fe58255a5b35 · outbound

This paper cites Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs

Reference 13

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source=pdf_text observed=2026-08-02T08:18:04.752699Z digest=sha256:84ec9364d59fdf65d036ad2d9873008ca2f5708624943451fc3746ae9be31864

Observation 9c756919-511e-4284-8271-82dea13b88fe · outbound

This paper cites Early Diagnosis of Wasted Computation in Multi-Agent LLM Systems via Failure-Aware Observability.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Early Diagnosis of Wasted Computation in Multi-Agent LLM Systems via Failure-Aware Observability

Reference 14

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source=pdf_text observed=2026-08-02T08:18:04.825543Z digest=sha256:1a7c1ef87af5b99a80a785495e16b76d4b2153f9e0d29644af856a093a9540a4

Observation 271f8fd5-18f5-460c-a12c-23a06689d0c9 · outbound

This paper cites InInternational Conference on Learning Representations.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade InInternational Conference on Learning Representations

Reference 15

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source=pdf_text observed=2026-08-02T08:18:04.890228Z digest=sha256:ea2971f5d6813eb00af22a9ca43cc365b510def4a094f935ff9422c1cdff16c3

Observation 1af5ec80-a630-4086-b5ea-920fd0f158bd · outbound

This paper cites BAGEN: Are LLM Agents Budget-Aware?.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade BAGEN: Are LLM Agents Budget-Aware?

Reference 16

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source=pdf_text observed=2026-08-02T08:18:05.010731Z digest=sha256:e7eaee8491edffac72fbf35caa7677288227c5ed1105054de2c8c1e04482186d

Observation e2a85ff1-10f6-4a24-9910-3ff5d1b612e4 · outbound

This paper cites MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery

Reference 17

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source=pdf_text observed=2026-08-02T08:18:05.110830Z digest=sha256:794376adaffa9f309d0700e8b3dedf18a07988d827598d9bda8462e839544dad

Observation 72f2585a-3ce4-4857-8dcb-e23485e3f759 · outbound

This paper cites Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation

Reference 18

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source=pdf_text observed=2026-08-02T08:18:05.198672Z digest=sha256:8489d5a0f10ff57158ac962709a49b11c118cb0984d5a57e1c3eecefd6d364f4

Observation 53d08127-94de-4d2f-b2e0-3c271e29bfdc · outbound

This paper cites Early Stopping Chain-of-thoughts in Large Language Models.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Early Stopping Chain-of-thoughts in Large Language Models

Reference 19

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source=pdf_text observed=2026-08-02T08:18:05.286479Z digest=sha256:ee651927c3a3adae5d722b3999a295ec5237348f72ad29319efc6ea8b0e50681

Observation dd05902c-e2e3-4243-9529-71824301cfe9 · outbound

This paper cites When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents

Reference 20

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source=pdf_text observed=2026-08-02T08:18:05.366056Z digest=sha256:ec9c0b86da44dc897e8e0fbeca7672e2cf81c8567dcbc547e4d2cf2d693d22f8

Observation 5fd9bcd5-bf08-462d-a7b1-194eabb774b7 · outbound

This paper cites An Efficient Inference Framework for Early-exit Large Language Models.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade An Efficient Inference Framework for Early-exit Large Language Models

Reference 21

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source=pdf_text observed=2026-08-02T08:18:05.427095Z digest=sha256:4b401f2ab9c25869e97b5f05d8f0cba286a02452d47a037b2874ea5410dc0778

Observation 8e62ae5a-a2c9-418f-897e-a11d7ebc933e · outbound

This paper cites From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents

Reference 22

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source=pdf_text observed=2026-08-02T08:18:05.550227Z digest=sha256:96af8f1cbadaae7fb53da9df1d24bab07cfa4da73b01c4fb71eb8862ba7350b3

Observation cd204c55-cd23-453a-b04d-b4cba6d2d495 · outbound

This paper cites AgentStop: Terminating Local AI Agents Early to Save Energy in Consumer Devices.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade AgentStop: Terminating Local AI Agents Early to Save Energy in Consumer Devices

Reference 23

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source=pdf_text observed=2026-08-02T08:18:05.606888Z digest=sha256:50acef4814e63038976b42bd1a3043f97919ea271145af4ca7febc2c03482ffa

Observation 7b41237a-b200-4524-8d97-3c0e761a47d2 · outbound

This paper cites Recursive Introspection: Teaching Language Model Agents How to Self-Improve.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Recursive Introspection: Teaching Language Model Agents How to Self-Improve

Reference 24

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source=pdf_text observed=2026-08-02T08:18:05.701701Z digest=sha256:9293a09c4261a10d2fca4a6b2d29f4adea18525c3eb52cfe746088d3b9fc9f6e

Observation 49e2bf22-88cd-4cb3-a35b-902ad8745749 · outbound

This paper cites Qwen2.5 Technical Report.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Qwen2.5 Technical Report

Reference 25

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source=pdf_text observed=2026-08-02T08:18:05.751026Z digest=sha256:722ca82d5ef043efdfbcd8376326186668374ac74eb7e739eff0a8b44afd8cfd

Observation 9e646a73-72ec-48f2-8533-0caa99d9748d · outbound

This paper cites InConference on Robot Learning.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade InConference on Robot Learning

Reference 26

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source=pdf_text observed=2026-08-02T08:18:05.827511Z digest=sha256:4e4ff67e872a7581fde666cc3e7a6e1d6b4ff8dc622850f4c4504807c39e2552

Observation bf018e18-67f7-4605-8ccb-3813442c7a17 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

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source=pdf_text observed=2026-08-02T08:18:05.914267Z digest=sha256:8c5dde7bb3789d0805f5313904f6efcb4572b72fe19c8f38c38f4fbf7625d787

Observation 66d37143-cbe9-476c-9487-2c00c7eabc7d · outbound

This paper cites Semantic Early-Stopping for Iterative LLM Agent Loops.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Semantic Early-Stopping for Iterative LLM Agent Loops

Reference 28

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source=pdf_text observed=2026-08-02T08:18:06.004911Z digest=sha256:de5ceb4e122ceb0ba6aba572a058db15ce3321e00d5e26954e47e0fa122803ab

Observation 361f201e-601c-465d-b93e-8cd65aee1455 · outbound

This paper cites Vovk,V.;Gammerman,A.;andShafer,G.2005.Algorithmic Learning in a Random World.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Vovk,V.;Gammerman,A.;andShafer,G.2005.Algorithmic Learning in a Random World

Reference 29

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source=pdf_text observed=2026-08-02T08:18:06.134744Z digest=sha256:bea3a56a416a62f0dad52aeba820585a3fc564d33df403f078bfb44a49bc526a

Observation aa57d38e-4bff-46db-a5f4-b09d9ad51187 · outbound

This paper cites AgentGym: Evolving Large Language Model-based Agents across Diverse Environments.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Reference 30

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source=pdf_text observed=2026-08-02T08:18:06.225163Z digest=sha256:0dacdb18f7a4c826f8a6a1fcb9d3de89feca5eff1200418d3c6b8159fd22f3bb

Observation c6746298-ab87-4e27-890c-ce769fe8cabe · outbound

This paper cites Cost-Saving LLM Cascades with Early Abstention.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Cost-Saving LLM Cascades with Early Abstention

Reference 31

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source=pdf_text observed=2026-08-02T08:18:06.321212Z digest=sha256:b2d374e199c4a056028e9e3117b9059bdfefe4a515c435107043ca1bd88b8d4e

Observation 86137ae6-8071-4df5-86f6-64ade169b0d6 · outbound

This paper cites AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems

Reference 32

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source=pdf_text observed=2026-08-02T08:18:06.414552Z digest=sha256:d862c2ccf292bf0b9fd339e9fbd67265654b9cbfeec8b27dc98ad6c60efdd54f

Observation 16b38e58-5e24-4d1c-8cbd-7c40426a62ef · outbound

This paper cites GRADE: Graph Representation of LLM Agent Dependency and Execution.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade GRADE: Graph Representation of LLM Agent Dependency and Execution

Reference 33

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source=pdf_text observed=2026-08-02T08:18:06.526343Z digest=sha256:cd190a94dd2b5166e94c410cab2480b53c8ebe133198f21da20a59a293ddac85

Observation 19dbd6ed-ad9d-47b3-b3c4-2e25eb638ad3 · outbound

This paper cites arXiv preprint arXiv:2509.25370.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade arXiv preprint arXiv:2509.25370

Reference 34

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source=pdf_text observed=2026-08-02T08:18:06.644479Z digest=sha256:2d99880fe1ccf2661cfebc052e9f2f5198626c439e64a6e57f55f92a2a07d812

Observation 161aeccc-1fc6-4d36-98ae-acc7741168a6 · outbound

This paper cites an unresolved cited work.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Unresolved cited work

Reference 35

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source=pdf_text observed=2026-08-02T08:18:06.746853Z digest=sha256:704347457566c3c180b07216f4b0cd102bd3f507af68daa8f32d415901b86bc7

Observation 44203633-1387-4ddf-ad4a-714a63e52533 · outbound

This paper cites Understanding intermediate layers using linear classifier probes.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Understanding intermediate layers using linear classifier probes

Reference 2016

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source=pdf_text observed=2026-08-02T08:18:03.366771Z digest=sha256:f7d8808fc6d62bd20a3bfd77f02bfed4d623ac101554f08cbbfc52f75ddbeaf3

Observation b4b8dccd-6213-4a68-b646-d3168bb61d2f · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 2023

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source=pdf_text observed=2026-08-02T08:18:03.855918Z digest=sha256:c7f0bdc42885e51348308f91ef453b14d155069c4335a95ed5e10e1e20a2e971

Observation 23d3278e-81e4-46f7-a233-fc1b77fb12f7 · outbound

This paper cites Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning

Reference 2024

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source=pdf_text observed=2026-08-02T08:18:04.268676Z digest=sha256:774e3008079ba4747d5fd9e5c4a9ab8179a288dd2928fc030bc2d737ad6a0da8

Observation d93977ff-14ea-4a30-a458-b8adb63dc669 · outbound

This paper cites InFindings of the Association for Computational Linguistics: ACL.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade InFindings of the Association for Computational Linguistics: ACL

Reference 2025

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source=pdf_text observed=2026-08-02T08:18:03.246097Z digest=sha256:7554d4db04f7d3315d74eb27ea257f143d82028e085d56d54921621a117b36d0

Observation 8abe831e-7351-4b92-b93d-1abd1b30ed6a · outbound

This paper cites When Evidence is Sparse: Weakly Supervised Early Failure Alerting in Dialogs and LLM-Agent Trajectories.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade When Evidence is Sparse: Weakly Supervised Early Failure Alerting in Dialogs and LLM-Agent Trajectories

Reference 2026

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:18:03.582277Z digest=sha256:3fdbaa9fe1b21842c855cdb053803b9f58acc1e802a4cb6cd75f274fe7dcbde2

Pith citing papers

Observation 2224317c-955d-4bc0-a27d-5993888fa133 · inbound

Real-Time Detection and Repair of LLM Agent Failures cites this paper.

Real-Time Detection and Repair of LLM Agent Failures Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-04T06:55:00.672783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:55:00.672783Z digest=sha256:c90bdf734999b6e7114cd8e377588f824f211df5741c18daab924f7601861916

Observation 2fcae79b-e82f-4595-b5cd-e9c962a1ea59 · inbound

Fail-Fast, Restart-Smart: Early Failure Prediction and Restart for SWE Agentic Tasks cites this paper.

Fail-Fast, Restart-Smart: Early Failure Prediction and Restart for SWE Agentic Tasks Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:23:59.335835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T23:23:58.032044Z digest=sha256:8afa3cbfb6110f5576d1a2547c943aa9c55592754be52010176b74ea1b7fbe89