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Paper Citation Record · LEDGER

FutureSim: Replaying World Events to Evaluate Adaptive Agents

As of 9 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 3 inbound Pith citation observations for arXiv:2605.15188.

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

pith.paper-citation-record.v1
2605.15188 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-15T03:12:17.536561Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-10T01:09:53.133146Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

25 of 25 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved16
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch4

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 995b5d07-b323-4d4c-9dbd-71c1fa16aabe · outbound

This paper cites 2018 , copyright =.

FutureSim: Replaying World Events to Evaluate Adaptive Agents 2018 , copyright =

Reference 1

Resolution
metadata mismatch
doi, observed 2026-05-15T03:14:51.273174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:f0deaf8350cf2de8fe991544b8603c3da2cf502bc09c202d1f75b2f1e1482c1b

Observation 0d7cafae-bc26-4e00-b5d9-3581544cd70c · outbound

This paper cites arXiv preprint arXiv:2601.17087 , year=.

FutureSim: Replaying World Events to Evaluate Adaptive Agents arXiv preprint arXiv:2601.17087 , year=

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T03:14:53.005210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:85661fdab8e3418b47c22f4a54b2bd9520cec970d2eb6eecb6b35c252d7b3a71

Observation 37c68ab7-ac50-41a1-a2fa-9e9824621273 · outbound

This paper cites just give the model shell and tool access.

FutureSim: Replaying World Events to Evaluate Adaptive Agents just give the model shell and tool access

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T03:29:58.849289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:72c17b707f27d1931cb6f7fb5d32351d1a8f0526944c1ca81d9dfafee16084fe

Observation a5c252a7-ea3b-4f1c-85c4-f8f0a4200de5 · outbound

This paper cites Figure 12. Response profiles of a ‘state exploration’, ‘parameter exploration’ and ‘random exploration’ agent in a task that requires learning or inference.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Figure 12. Response profiles of a ‘state exploration’, ‘parameter exploration’ and ‘random exploration’ agent in a task that requires learning or inference

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.834343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:4796c51afd3463a7f12081a6682c673bac9c0afe241f46740103f2d246c0acec

Observation 363cccce-cffd-489d-9f26-7f98bf93a2cc · outbound

This paper cites task accuracies and latencies would have been bimo-relatively automatic or strategic. For example, automatic dal, with participants who monitored having a lower or strategic processes thought to underlie recognition average accuracy and a higher average latency than memory (e.g., Mandler, 1980; Sternberg, 1969) could participants who did not monitor. Neither frequency play a role. Alternatively, some aspect of memory re-distribution appeared to be bimodal, however, con-trieval as postulated by the Automatic Associative sistent with the expectation that participants main-Activation view or the Noticing + Search view (Einstein tained the cognitive system in a prospective memory & McDaniel, 1996) could be the process by which the retrieval mode (or maintained an increased level of ac-evaluation is made. Finally, to the extent that the ACT tivation of the prospective memory representation) architecture (J. R. Anderson, 1983) can account for but did not check for the target events on alternating strategic monitoring, the firing of production rules control trials. could explain the process of checking. Although these A significant difference in prospective memory various possible conceptions of the checking process accuracy or latency was not expected (and was not allow that checking may be automatic or strategic, the obtained) as a function of whether the experimental and reaction time task costs on experimental trials relative control trials alternated or were blocked. The two-to alternating control trials in the current experiment process view of strategic monitoring, as well as the suggest that checking was relatively strategic, at least alternate one-process views, predict that strategic in the current experiment. monitoring should be equivalent on the alternating and blocked experimental trials. The views make different predictions only with regard to the processes that ALTERNATE ONE-PROCESS should be involved on the alternating versus blocked INTERPRETATIONS control trials, where prospective memory cannot be measured (i.e., because there is no prospective memory Although the two-process monitoring view provides a task on control trials). compelling explanation of the current results, the results are open to alternate one-process interpretations. One possibility is that the costs on the experimental trials CHECKING and the alternating control trials relative to the blocked control trials reflect only a process of maintaining a The current experiment was not designed to test alter-retrieval mode (or activation): Participants maintained a nate conceptions of the checking process, but several retrieval mode (or activation) to a greater extent on possible conceptions are outlined here. Depending on experimental trials than alternating control trials, and to the characteristics of the prospective memory task, the a greater extent on alternating control trials than blocked cover task in which it is embedded, and the individual control trials, where they were not expected to maintain doing the strategic monitoring, the process of directing a retrieval mode at all (or at least to a much lesser extent). attention to the stimuli could be controlled by the envi-This seems unlikely, because research has suggested ronment and be relatively automatic or reflexive on the that a retrieval mode or an increased level of activation part of the individual (e.g., an exogenous orienting re-persists as long as the goal to perform the retrieval task sponse; Lauwereyns, 1998), or instead it could be con-exists, and there was no reason to expect that a retrieval trolled by the individual or a SAS or other type of mode or activation on alternating control trials would executive attentional system (e.g., an endogenous ori-be maintained to a lesser extent than on experimental enting response; Lauwereyns, 1998). Alternatively, trials. some aspect of automatic memory retrieval, such as Another possibility is that the costs on the automatic associative retrieval of the intended action, experimental trials and the alternating control trials which results from conscious processing of the target relative to the blocked control trials reflect only a event with which it was associated at encoding (as pos-process of checking: Participants checked for the target tulated by the Automatic Associative Activation view events to a greater extent on experimental trials than of prospective memory; Einstein & McDaniel, 1996), or on alternating control trials, and to a greater extent on a feeling of familiarity or significance for the target event alternating control trials than on blocked control trials, that causes the target event to be noticed (as postu-where they were not expected to check at all. This lated by the Noticing + Search view of prospective seems unlikely, because checking was costly, and a memory; Einstein & McDaniel, 1996), could direct at-signal was given to indicate that no target event would tention to the stimuli. appear on the control trials and that checking was The process of evaluating whether a stimulus is a therefore unnecessary, so there was no reason to retrieval cue for an intended action could also be expect checking on any control trials.

FutureSim: Replaying World Events to Evaluate Adaptive Agents task accuracies and latencies would have been bimo-relatively automatic or strategic. For example, automatic dal, with participants who monitored having a lower or strategic processes thought to underlie recognition average accuracy and a higher average latency than memory (e.g., Mandler, 1980; Sternberg, 1969) could participants who did not monitor. Neither frequency play a role. Alternatively, some aspect of memory re-distribution appeared to be bimodal, however, con-trieval as postulated by the Automatic Associative sistent with the expectation that participants main-Activation view or the Noticing + Search view (Einstein tained the cognitive system in a prospective memory & McDaniel, 1996) could be the process by which the retrieval mode (or maintained an increased level of ac-evaluation is made. Finally, to the extent that the ACT tivation of the prospective memory representation) architecture (J. R. Anderson, 1983) can account for but did not check for the target events on alternating strategic monitoring, the firing of production rules control trials. could explain the process of checking. Although these A significant difference in prospective memory various possible conceptions of the checking process accuracy or latency was not expected (and was not allow that checking may be automatic or strategic, the obtained) as a function of whether the experimental and reaction time task costs on experimental trials relative control trials alternated or were blocked. The two-to alternating control trials in the current experiment process view of strategic monitoring, as well as the suggest that checking was relatively strategic, at least alternate one-process views, predict that strategic in the current experiment. monitoring should be equivalent on the alternating and blocked experimental trials. The views make different predictions only with regard to the processes that ALTERNATE ONE-PROCESS should be involved on the alternating versus blocked INTERPRETATIONS control trials, where prospective memory cannot be measured (i.e., because there is no prospective memory Although the two-process monitoring view provides a task on control trials). compelling explanation of the current results, the results are open to alternate one-process interpretations. One possibility is that the costs on the experimental trials CHECKING and the alternating control trials relative to the blocked control trials reflect only a process of maintaining a The current experiment was not designed to test alter-retrieval mode (or activation): Participants maintained a nate conceptions of the checking process, but several retrieval mode (or activation) to a greater extent on possible conceptions are outlined here. Depending on experimental trials than alternating control trials, and to the characteristics of the prospective memory task, the a greater extent on alternating control trials than blocked cover task in which it is embedded, and the individual control trials, where they were not expected to maintain doing the strategic monitoring, the process of directing a retrieval mode at all (or at least to a much lesser extent). attention to the stimuli could be controlled by the envi-This seems unlikely, because research has suggested ronment and be relatively automatic or reflexive on the that a retrieval mode or an increased level of activation part of the individual (e.g., an exogenous orienting re-persists as long as the goal to perform the retrieval task sponse; Lauwereyns, 1998), or instead it could be con-exists, and there was no reason to expect that a retrieval trolled by the individual or a SAS or other type of mode or activation on alternating control trials would executive attentional system (e.g., an endogenous ori-be maintained to a lesser extent than on experimental enting response; Lauwereyns, 1998). Alternatively, trials. some aspect of automatic memory retrieval, such as Another possibility is that the costs on the automatic associative retrieval of the intended action, experimental trials and the alternating control trials which results from conscious processing of the target relative to the blocked control trials reflect only a event with which it was associated at encoding (as pos-process of checking: Participants checked for the target tulated by the Automatic Associative Activation view events to a greater extent on experimental trials than of prospective memory; Einstein & McDaniel, 1996), or on alternating control trials, and to a greater extent on a feeling of familiarity or significance for the target event alternating control trials than on blocked control trials, that causes the target event to be noticed (as postu-where they were not expected to check at all. This lated by the Noticing + Search view of prospective seems unlikely, because checking was costly, and a memory; Einstein & McDaniel, 1996), could direct at-signal was given to indicate that no target event would tention to the stimuli. appear on the control trials and that checking was The process of evaluating whether a stimulus is a therefore unnecessary, so there was no reason to retrieval cue for an intended action could also be expect checking on any control trials

Reference 5

Resolution
metadata mismatch
raw_fallback, observed 2026-05-15T03:29:58.766535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:94091f06de448aeead21538da28c0f038b06cc14a92acd401b20d435d1ad58fb

Observation 75892753-3dfd-452b-82a0-d9015f8e2592 · outbound

This paper cites The final question: It’s all about language.

FutureSim: Replaying World Events to Evaluate Adaptive Agents The final question: It’s all about language

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.770829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:af0244cddd8ca98d555f40c8719f03b8874fdcc6c18cf089075e474a17f334c4

Observation 4375b967-cf45-49d7-b429-d01ffe7e0288 · outbound

This paper cites Figure 3. Full training during the sleep phase with anisomycin causes long-term memory.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Figure 3. Full training during the sleep phase with anisomycin causes long-term memory

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.751656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:12c802779c40392b11b69da685c470c7f2703ae31fad7039295fafa50807af63

Observation 809dd725-55fa-4c14-9b72-1e68896c0ba4 · outbound

This paper cites Which country will the silver medalist in the women’s downhill alpine skiing event at the Milan-Cortina Winter Olympics represent by 8 February 2026?.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Which country will the silver medalist in the women’s downhill alpine skiing event at the Milan-Cortina Winter Olympics represent by 8 February 2026?

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T03:29:58.783590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:c586a3410f51d59e19a23dd86a81dff4b4775c218b011f5dc190f9486a948d8a

Observation 8e4aaff2-a7c8-4a8f-92ea-bc425eec28fa · outbound

This paper cites 4 METHOD FOR THE PREPARATION AND CONSTRUCTION OF ESSAYS (1) Stage 1: carefully reflect on the question • What is being asked? • How many issues are raised? This is an exercise in basic English comprehension. The question has to be deconstructed. It is very useful to convert it into a tree diagram that can be annotated as texts are collected. The actual essay question must be constantly borne in mind as texts are read and research is conducted. (2) Stage 2: search for relevant texts Locate: (a) legal rules; (b) legal discussion/decisions in: • cases; • textbooks; • articles. Once the issues raised by the question have been discovered and preliminary reading undertaken in the textbook, it is useful to scan the following: handouts from tutors, articles mentioned in the footnotes or endnotes in set textbooks, databases or relevant indices of law journals, databases or current law citator for up to date cases, legislation, etc. (3) Stage 3: carefully read, note, organise and reflect on the material collected As you locate material that is relevant, photocopy it and highlight it, or make notes. Extract arguments presented and then reconsider the question. The first task is reading, asking the basic questions detailed below, whilst at the same time recalling the actual issues detailed in the essay question you are doing the research for. Otherwise relevant details in your material could be overlooked. Recall that you were introduced to the three reading techniques of skimming, scanning and detail in Chapter 6. Each of these techniques will be deployed as you approaching reading through your material. As you read texts you need to ask yourself questions which differ according to the text you are using. For example (a) Law cases: • What are the facts? • What legal rules have been applied and why? • What aspects of this case are relevant to my essay? • How do the arguments presented assist in relation to the essay?.

FutureSim: Replaying World Events to Evaluate Adaptive Agents 4 METHOD FOR THE PREPARATION AND CONSTRUCTION OF ESSAYS (1) Stage 1: carefully reflect on the question • What is being asked? • How many issues are raised? This is an exercise in basic English comprehension. The question has to be deconstructed. It is very useful to convert it into a tree diagram that can be annotated as texts are collected. The actual essay question must be constantly borne in mind as texts are read and research is conducted. (2) Stage 2: search for relevant texts Locate: (a) legal rules; (b) legal discussion/decisions in: • cases; • textbooks; • articles. Once the issues raised by the question have been discovered and preliminary reading undertaken in the textbook, it is useful to scan the following: handouts from tutors, articles mentioned in the footnotes or endnotes in set textbooks, databases or relevant indices of law journals, databases or current law citator for up to date cases, legislation, etc. (3) Stage 3: carefully read, note, organise and reflect on the material collected As you locate material that is relevant, photocopy it and highlight it, or make notes. Extract arguments presented and then reconsider the question. The first task is reading, asking the basic questions detailed below, whilst at the same time recalling the actual issues detailed in the essay question you are doing the research for. Otherwise relevant details in your material could be overlooked. Recall that you were introduced to the three reading techniques of skimming, scanning and detail in Chapter 6. Each of these techniques will be deployed as you approaching reading through your material. As you read texts you need to ask yourself questions which differ according to the text you are using. For example (a) Law cases: • What are the facts? • What legal rules have been applied and why? • What aspects of this case are relevant to my essay? • How do the arguments presented assist in relation to the essay?

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.745886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:da8412d15c7ac7880d92c4527c4904160ad1dc48cdced16d61b900984bfcba81

Observation 73680a15-afbe-4f86-8ac1-07f69c0fe86e · outbound

This paper cites Tomorrow Is Another Day: Stocks Active Mutual Funds Overweight Predict the Next-Day Market.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Tomorrow Is Another Day: Stocks Active Mutual Funds Overweight Predict the Next-Day Market

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.777215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:1bd0b82dc0f17eafd8a27b53eb7540781ee707e998bad96da3f0180d162192ce

Observation aa739a35-43fd-441b-90e4-d999057c98da · outbound

This paper cites What Causes Itching Without Any Rash?.

FutureSim: Replaying World Events to Evaluate Adaptive Agents What Causes Itching Without Any Rash?

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.826931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:79380308967a3ccfd78d391c65e10808d72eeabd82331710221f1fa8bd821f3f

Observation 36f22e8f-b5e7-4493-a96d-ed9c944f8ce5 · outbound

This paper cites Stephen Wolfram reveals his radical new web search engine.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Stephen Wolfram reveals his radical new web search engine

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.683928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:600345ab48ea13bb07a27460f2749669f911a4aea0f9e64330c7a123bf560420

Observation 574fa112-157c-489f-af9b-6c406876fe83 · outbound

This paper cites “Orange” You Glad You Checked the Expiration Date?.

FutureSim: Replaying World Events to Evaluate Adaptive Agents “Orange” You Glad You Checked the Expiration Date?

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.673526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:4fefc591484db21e20ff3f801ddcf815e700ad9b0e024458845a45b5d5d53478

Observation 939a3e10-1772-4300-a281-5268e60d2e12 · outbound

This paper cites Figure 4—source data 1. Genome wide analysis in wild type and set3∆ cells for H3K4me2 and H3K4me3 Chip-Seq.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Figure 4—source data 1. Genome wide analysis in wild type and set3∆ cells for H3K4me2 and H3K4me3 Chip-Seq

Reference 19

Resolution
metadata mismatch
raw_fallback, observed 2026-05-15T03:29:58.688651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:18987dea6c03897081b5a445edc7964424be8ae78cba302bcbe5148b6dc9c5e5

Observation ae1798ec-43db-414a-a5ab-1865a1288326 · outbound

This paper cites Beyond sigmoids: How to obtain well-calibrated probabilities from binary classifiers with beta calibration.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Beyond sigmoids: How to obtain well-calibrated probabilities from binary classifiers with beta calibration

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.710939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:3dbde2d6dc6226665dece32e359ff03e4618125b6b419fad096f2d99364bc9f4

Observation aed18f9f-9bf9-43f8-b8cc-99a466c50e29 · outbound

This paper cites A Note on Updating Forecasts When New Information Arrives Between Two Periods.

FutureSim: Replaying World Events to Evaluate Adaptive Agents A Note on Updating Forecasts When New Information Arrives Between Two Periods

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.692625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:0412c9b4ec2bfc5cf15629ea39a9e8c32c6e060d3afeb9868e6d4f02b4eca6ef

Observation 31d99131-2983-432c-ac3f-60968e7ae952 · outbound

This paper cites Unanswered Questions.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Unanswered Questions

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T03:29:58.725455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:64a0f8fe67389f6604c74cd5daa521b281ee3d1e3999b948e47a9f7dfc2269e5

Observation ea7897be-ac9b-4a29-b42c-0d56d2306812 · outbound

This paper cites End Each Therapy Session Well with Your Client.

FutureSim: Replaying World Events to Evaluate Adaptive Agents End Each Therapy Session Well with Your Client

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.729883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:0ed3301e7245c2245150a89e8ca8493cc13c440f756c23e2e2e4d580d1f1d7cd

Observation 3273238b-5396-4e0e-a0cb-a1dc3cc71461 · outbound

This paper cites Figure 2.10. PISA outcomes versus expenditure per student.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Figure 2.10. PISA outcomes versus expenditure per student

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.738587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:1295f6cd884a21620d60c332015628a9856219c5c1b90c66b3a1b4ed9bad8b03

Observation f41be441-8137-4917-a0eb-bbe026e4a528 · outbound

This paper cites Unknown".

FutureSim: Replaying World Events to Evaluate Adaptive Agents Unknown"

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T03:29:58.807607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:21410c6f56d9e58d91b5fbe8bc1defc27a07d35e74c17618c578beb878ffd00d

Observation 498708e6-1601-4beb-8572-9486a46b2df5 · outbound

This paper cites V4L2 Mem-2-Mem as the Driver Framework for Your Video Processing IP.

FutureSim: Replaying World Events to Evaluate Adaptive Agents V4L2 Mem-2-Mem as the Driver Framework for Your Video Processing IP

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.665190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:596ca0e8346c6f3027d0c4b8e8d353bbbd3f78c77cfb969f8559613cbf1b3de7

Observation bd7df4a5-1c89-416c-9608-a1702903c0e9 · outbound

This paper cites Meta-Analysis.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Meta-Analysis

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.669024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:150276fb98f2ef841c708e8157b30b5bff10c6f104a5879cb508840c24b03b81

Observation 8ed70fce-0bc8-4a72-9de0-d3a8c580da20 · outbound

This paper cites (1) Stage 1: correct analysis of the constituent parts of the problem question (a) Identify the FACTS given—place on a tree diagram. (b) Identify the primary and secondary LEGAL ISSUES raised by the facts, available defences and doubts in the law. Place on a tree diagram of the issues. List the issues under the facts. (c) Consider the LAW THAT MAY APPLY (eg, legislation or common law and/ or European Community law). The sources of law to be drawn on will vary according to the particular subject. Quickly list these under the issues on the tree diagram. (2) Stage 2: Begin to work on discrete aspects of the problem question (a) Decide the order in which issues will be raised in your answer. (b) Consider your view of uncertainties and gaps in the law in the area. (c) Consider issues of interpretation and defence. A doubt about the interpretation of the law is not a defence, it is a doubt about the law. Make sure you do not make this mistake, as they require a different approach. (3) Stage 3: Decide your view of the outcome of the specific questions asked in the problem question The facts in a problem question can give rise to many issues but all of these may not be necessary to resolve the specific question(s) set in your problem. Problem questions tend to ask you to do two main things: (a) Discuss the issues raised in the problem scenario. OR (b) Advise one of the parties. Both types of problem question require the same knowledge to successfully answer them. However, your approach will be different. (In fact essay questions can be drawn from the same knowledge but also require a different approach.) • In those drafted in response to a question in the style of (a) you raise all issues without privileging one party. • In those drafted in response to a type (b) question you raise all issues but orientate to your argument to the effect of those issues on the party you are asked to advise. This includes discussing in detail the likely chances of the other party being the successful party. 8.5.3 Demonstration: beginning to answer a specific problem question The key to successfully answering a problem question lies in spotting the ‘clues’ to the issues to be discussed. Many of these are purely linguistic. We will look at one particular problem, Problem Question 4, above, applying the stages outlined above.

FutureSim: Replaying World Events to Evaluate Adaptive Agents (1) Stage 1: correct analysis of the constituent parts of the problem question (a) Identify the FACTS given—place on a tree diagram. (b) Identify the primary and secondary LEGAL ISSUES raised by the facts, available defences and doubts in the law. Place on a tree diagram of the issues. List the issues under the facts. (c) Consider the LAW THAT MAY APPLY (eg, legislation or common law and/ or European Community law). The sources of law to be drawn on will vary according to the particular subject. Quickly list these under the issues on the tree diagram. (2) Stage 2: Begin to work on discrete aspects of the problem question (a) Decide the order in which issues will be raised in your answer. (b) Consider your view of uncertainties and gaps in the law in the area. (c) Consider issues of interpretation and defence. A doubt about the interpretation of the law is not a defence, it is a doubt about the law. Make sure you do not make this mistake, as they require a different approach. (3) Stage 3: Decide your view of the outcome of the specific questions asked in the problem question The facts in a problem question can give rise to many issues but all of these may not be necessary to resolve the specific question(s) set in your problem. Problem questions tend to ask you to do two main things: (a) Discuss the issues raised in the problem scenario. OR (b) Advise one of the parties. Both types of problem question require the same knowledge to successfully answer them. However, your approach will be different. (In fact essay questions can be drawn from the same knowledge but also require a different approach.) • In those drafted in response to a question in the style of (a) you raise all issues without privileging one party. • In those drafted in response to a type (b) question you raise all issues but orientate to your argument to the effect of those issues on the party you are asked to advise. This includes discussing in detail the likely chances of the other party being the successful party. 8.5.3 Demonstration: beginning to answer a specific problem question The key to successfully answering a problem question lies in spotting the ‘clues’ to the issues to be discussed. Many of these are purely linguistic. We will look at one particular problem, Problem Question 4, above, applying the stages outlined above

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.789060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:66d299a1b1023f0a432204880dc42ac0cace99f1a0fb0be05186a427ec327156

Observation 6f833bb2-34f4-40aa-9a22-75617d634a4a · outbound

This paper cites Table 1: Comparison of existing demographic prediction approaches.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Table 1: Comparison of existing demographic prediction approaches

Reference 29

Resolution
parse uncertain
raw_fallback, observed 2026-05-15T03:29:58.801634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:f042b20eaab4911f36f2eb2a10abaf6017bd32aa230468c06cf06058f1bbec41

Observation 20679015-1263-468d-bd8d-502a67b99ab5 · outbound

This paper cites Prediction of football match outcomes from passing network structure.

FutureSim: Replaying World Events to Evaluate Adaptive Agents Prediction of football match outcomes from passing network structure

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-05-15T03:29:58.817310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T03:12:17.536561Z digest=sha256:9c57fa691ba40e3a218e02dcaf6a6b7e0b992f1c2d02c62301d1cba358459208

Pith citing papers

Observation abce68c2-6ff8-4f7b-bc91-af7b3e72cb83 · inbound

Agentic Time Machine as an Infrastructure for Future-Event Forecasting cites this paper.

Agentic Time Machine as an Infrastructure for Future-Event Forecasting FutureSim: Replaying World Events to Evaluate Adaptive Agents

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-07-04T06:19:37.328253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T14:42:29.128094Z digest=sha256:4d3f474505f3a3a9f457d263482bfabfa34dbc8c8669bad656548d54e926a743

Observation 4cca3f23-51ea-48fd-a970-c86c7f6b0152 · inbound

What LLM Forecasters Know but Don't Say: Probing Internal Representations for Calibration and Faithfulness cites this paper.

What LLM Forecasters Know but Don't Say: Probing Internal Representations for Calibration and Faithfulness FutureSim: Replaying World Events to Evaluate Adaptive Agents

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-07-10T01:16:41.387127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-10T01:09:53.133146Z digest=sha256:28653e609bc7efe6734dfa51178a6a5148ccf7039e069f93768e47f8005d8cb2

Observation af63ff8f-3371-476f-a5dc-d1364c579a8c · inbound

What LLM Forecasters Know but Don't Say: Probing Internal Representations for Calibration and Faithfulness cites this paper.

What LLM Forecasters Know but Don't Say: Probing Internal Representations for Calibration and Faithfulness FutureSim: Replaying World Events to Evaluate Adaptive Agents

Reference 8

Resolution
metadata mismatch
local_arxiv, observed 2026-07-10T01:16:40.475691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-10T01:09:53.133146Z digest=sha256:1370c1d6c2d2049d4ca52736eb52b65562ab46ab1fadd1cd4da0a5f0ddfdee15