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Paper Citation Record · LEDGER

Mitigating Over-Personalization in LLMs via Structured Memory

As of 23 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2608.08300.

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

pith.paper-citation-record.v1
2608.08300 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:15:19.002775Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

64 of 64 outbound references displayed

  • verified exact0
  • verified fuzzy31
  • unresolved32
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 14954974-8078-4b66-b2d8-9368dc2f1189 · outbound

This paper cites Evaluating Very Long-Term Conversational Memory of LLM Agents.

Mitigating Over-Personalization in LLMs via Structured Memory Evaluating Very Long-Term Conversational Memory of LLM Agents

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.643425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.643425Z digest=sha256:1ca0c9ef9b9c2a7b947ab74cba9ea62381fec877f8a3f1c87013dc3c78b09e90

Observation 528e4f92-0c00-427b-bb1f-00b423ade09d · outbound

This paper cites arXiv preprint arXiv:2511.14937.

Mitigating Over-Personalization in LLMs via Structured Memory arXiv preprint arXiv:2511.14937

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.649271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.649271Z digest=sha256:bb61405bb3921e13a44c440b091e197f201a992f2fc714af55857d6fa01da4f7

Observation fbf30e50-3677-4638-bc05-ed88b7a57da2 · outbound

This paper cites health": [...],.

Mitigating Over-Personalization in LLMs via Structured Memory health": [...],

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.751164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.697494Z digest=sha256:04c8169693ed388d955546cd3a64d0adb6e8871cbbfd1c428115bb3c5b5a1dcb

Observation e45b462b-a811-4dc9-a97a-579c5fe8a14e · outbound

This paper cites RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval.

Mitigating Over-Personalization in LLMs via Structured Memory RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.661333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.661333Z digest=sha256:8d650aab9410090aca89250be2ae4bd6ab016fddb08b003038ab0d7fcded89c4

Observation 5475b5a1-02e6-430a-9da5-9b5e54b32e60 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.872692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.668365Z digest=sha256:9efdddac90567886cdc3f4770fa20550e4ff6f853178298a39297de49b535821

Observation d473c926-b5b1-4fa8-9d70-f33f185d72f7 · outbound

This paper cites he/him” for Troy. A later memory then states: “She began weekly therapy sessions on Tuesdays at 4 pm starting January 23, 2024.

Mitigating Over-Personalization in LLMs via Structured Memory he/him” for Troy. A later memory then states: “She began weekly therapy sessions on Tuesdays at 4 pm starting January 23, 2024

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.858763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.672916Z digest=sha256:e794982f6b630ed24bab020ecd34aaabd1341c2aa636f1b9cc8d48546f4416a3

Observation 6f9ae629-d7ca-47c3-91f9-cce448047f90 · outbound

This paper cites Risk mitigation & safety focus (especially resonant given your personal connection to road safety).

Mitigating Over-Personalization in LLMs via Structured Memory Risk mitigation & safety focus (especially resonant given your personal connection to road safety)

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.052709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.881502Z digest=sha256:4cb3237bd0fc795a1227ed4e7c86e2f547b149bc6b39b0d305ef059e10581ebe

Observation 16f9e3a3-a786-4bfa-933d-8de2bf40081c · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.787699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.688680Z digest=sha256:8bd9a47622368711544c279cb57f420e4ddef7d5b32a4c3131dfee4ef24a6712

Observation e7aad26e-351e-443e-b152-e8b780f7a3c4 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.767902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.693048Z digest=sha256:d3fb54ec3086e81894095d3e0eb7fab8bd79c2193873c8d8826b01656fc78275

Observation 6afad6dd-5e8d-41ee-9eb5-1ae9eb333b60 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.728046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.707879Z digest=sha256:04e60ba5e7019ae9cfe7b67fab7a07b61876ebfec3c839ef69559716d74a1be0

Observation 4db5cd68-bff3-4eed-8ecf-b504c5ef4368 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.712912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.712621Z digest=sha256:ad23615668864db5849812bed9108619ac59275bf69bd775d5062fff392eace7

Observation 0994d9cb-1382-47ed-822c-f65ac70b833b · outbound

This paper cites travel" not both.

Mitigating Over-Personalization in LLMs via Structured Memory travel" not both

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.686169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.716724Z digest=sha256:5a7c43a31bed8e5d4c49cceaa6c286d3a681893392311feb7e2e69629f2df304

Observation c412ddfa-f8e2-4667-9161-fe23e8c3c105 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.834606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.727928Z digest=sha256:9aaf6dea1135679dab98178155dd333bac2ac5f91dffde929124a5b4f3b8234a

Observation 7ee6224d-7607-45af-82e7-1e55e1db4d08 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.668543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.735947Z digest=sha256:804894b861a911b8816e3c6d3fb710bdaac52d8634086ab0b655e0560596686e

Observation 07b5cfd3-ea4a-4182-82f3-a91dffe2e356 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.649274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.740391Z digest=sha256:293fd9dd17f9f9cf2f13e8dd5b1bcaae0c2dbeaddc937f9c9b6ac4130f2989a6

Observation bbfa798a-01a1-42f3-984c-847efe8db99e · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.633251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.744936Z digest=sha256:6ebba5575882d3e1eeb05810747abc44f5648bf840e7289e47658b9eeae8f411

Observation 63d26b3b-1a85-4d87-a2ef-59b55d0def98 · outbound

This paper cites health": [...],.

Mitigating Over-Personalization in LLMs via Structured Memory health": [...],

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.618127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.750479Z digest=sha256:887cdb1716df1f8d6cdd2a8bd6a843ab52c01bd655320a2b965dc17d7288070c

Observation 77294f1f-689e-474e-b5ff-9dd96734e267 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.595197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.756109Z digest=sha256:37b49cd93987e0d10d334e53d85bf37f6d406e3402746fc20ca99fe9dc1ab1b6

Observation 7a57dd4f-0aa8-4565-ab87-b0975dfd87d8 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.577991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.761170Z digest=sha256:497711f410b769f3ab0e4ba0c4295cd5560c83f4014445f869d5b6644710b4bf

Observation e2ec72fd-fecb-4dd4-b378-337120134164 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.563151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.766203Z digest=sha256:bf3e6d89d2360495c9229bb412dd31b4c18d3b980c19cc6c652bb818c4cd4efb

Observation 85a87664-cd49-475a-b852-a12e7130d51d · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.546150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.776863Z digest=sha256:1e86423614d60d60752e94160f6388c8d6d8f9a9693c9674ca0c6bf3b2fa99eb

Observation 82cd23c3-7956-4523-ad5e-c49264720318 · outbound

This paper cites health": [.

Mitigating Over-Personalization in LLMs via Structured Memory health": [

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.530279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.781245Z digest=sha256:88e809116edbf4d2172840f2fa9ec15e405e83bc6ec033b9188c662cb232804b

Observation 747a9f59-62c5-4104-bab1-9effb9348d56 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.515505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.786711Z digest=sha256:e38a7eeb3a3176d21e3edd514376ff1f56f6958bba4a7ebc0d78f2c8207ec954

Observation 1c893222-aae7-4424-912d-e6b1c699d31a · outbound

This paper cites Your task is to assign every memory from the flat list to exactly one leaf in the tree, choosing both the best top-level category and the best subcategory within that category.

Mitigating Over-Personalization in LLMs via Structured Memory Your task is to assign every memory from the flat list to exactly one leaf in the tree, choosing both the best top-level category and the best subcategory within that category

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.496738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.791902Z digest=sha256:fefd6c48478fe044a7e86b2e01055ae3410fca5a48f23be0fd3cabcce3e8e9bc

Observation 16e0f606-e2a9-487c-bd25-b710ef883dc6 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.480186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.801015Z digest=sha256:1fb737a08fe323c9c783326985a477bb375a0a140312be458cd625704eb6b1f9

Observation 105f3a9a-d370-47a1-851f-5a2567a77d29 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.806980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.805866Z digest=sha256:fb600f13c9d923a83b4ba118ddfeb1ac8adbd8df7789522c2a6c0f59eec9a60a

Observation b5baa671-5693-494c-af1c-fee678b1a005 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.459657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.809975Z digest=sha256:60017d0348c82a6a8718971b43afa4ee292115a4a0356d10dd33edf5020da2a7

Observation 289bab2d-1051-48c4-b64f-08747ee91c47 · outbound

This paper cites health": {.

Mitigating Over-Personalization in LLMs via Structured Memory health": {

Reference 33

Resolution
malformed identifier
raw_fallback, observed 2026-08-12T00:15:20.444446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.814367Z digest=sha256:0aa1a80e9cb7ce897b2cbe12e984f27058307aef2bafb426e8dca85df44fff93

Observation 05e21589-26d5-4e93-96e9-d79f21804a85 · outbound

This paper cites same-day/next-hour.

Mitigating Over-Personalization in LLMs via Structured Memory same-day/next-hour

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.428775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.820777Z digest=sha256:666d07b51b5f43ed2df9140d317f0a4af756dde60e21eeeb936c874a8c71ed86

Observation 26e33b4a-2191-4155-8a40-0274ff3d81d0 · outbound

This paper cites Turn browsers into buyers with same-day delivery you can count on.

Mitigating Over-Personalization in LLMs via Structured Memory Turn browsers into buyers with same-day delivery you can count on

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.382200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.825180Z digest=sha256:e1073094bb8853b53d1aeac7a9d570ed72726ccf6977268a142f0e42902f3935

Observation f1517797-1f44-4ad2-b36a-fd2dc74a7236 · outbound

This paper cites • Digital self-service portalfor SMBs and individual customers – instant quote, booking, and tracking.

Mitigating Over-Personalization in LLMs via Structured Memory • Digital self-service portalfor SMBs and individual customers – instant quote, booking, and tracking

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.365211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.829778Z digest=sha256:df49c666a729d481d2ed72f167783e1824e56794533ea4560b9ed2bd7cf8f9eb

Observation b3cf305e-b37b-41f9-a686-5923d48b966f · outbound

This paper cites speed-boost.

Mitigating Over-Personalization in LLMs via Structured Memory speed-boost

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.343343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.836493Z digest=sha256:b34d1cb1b2cf6041b4399e33ba3744152cbc15bbe7a76c96056f4badf02e899d

Observation 0f99b4c9-bdee-49c9-8877-995f3ee1845a · outbound

This paper cites Fast. Safe. Always.

Mitigating Over-Personalization in LLMs via Structured Memory Fast. Safe. Always

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.313248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.843808Z digest=sha256:761e736b8c6fc77637ccb93e487e5aa130828b91c394ab0862987fb60b562d85

Observation b7ee0dec-3bdc-40a3-a8c1-05e1cb5dbb69 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.299741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.848315Z digest=sha256:e2d33705c1fc04a25710f50952d0cc0ccdf9039264bad5ea2e514555bbcc86d7

Observation cd8ec7a1-8c1b-49e2-9871-8fae5c5d5d02 · outbound

This paper cites Stream it on social platforms.

Mitigating Over-Personalization in LLMs via Structured Memory Stream it on social platforms

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.282355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.855812Z digest=sha256:a5817fc2b1b9a9e0bea47d8230351fbf665e86d34937be6e266dafc0723ca0a6

Observation 3886c8f7-8f56-4304-a38a-598e7a23e807 · outbound

This paper cites under-hour.

Mitigating Over-Personalization in LLMs via Structured Memory under-hour

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.241976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.860229Z digest=sha256:092ecdae5284f9ce54f67ef3f0a3a2a4f506c8fb5ab0e2dd59457128b558ccce

Observation e93d8905-d3f7-44b7-9371-df55d330759a · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.205610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.864229Z digest=sha256:2d547631d3cbecc4bc7f7d5b17277891252e2ed3499c602c059e9d63cce4d109

Observation 0790c0d4-42a0-4b19-a6b3-29c1f4413534 · outbound

This paper cites How high-speed logistics is reshaping urban commerce.

Mitigating Over-Personalization in LLMs via Structured Memory How high-speed logistics is reshaping urban commerce

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.147822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.867987Z digest=sha256:ae616e255bd187ccc198c684ab9873c49f715043b655a6cdca6e8a6b325c1e24

Observation fbe3225e-a920-48f7-9b1c-ffb1bfd91000 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.101513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.873113Z digest=sha256:887c2bca1458f1aceeaff55308df36e901dbc04b17e0958d2c23ac6418bd142d

Observation 8940f7aa-b726-48c1-9486-c36e5923968a · outbound

This paper cites • Advanced driver-assist systems (ADAS)– automatic emergency braking, lane-keep assist, and collision avoidance.

Mitigating Over-Personalization in LLMs via Structured Memory • Advanced driver-assist systems (ADAS)– automatic emergency braking, lane-keep assist, and collision avoidance

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.076784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.877330Z digest=sha256:7af857608d1aed2d6188dac1df3ef9149678eff77b5c428b1b68451fab8924d6

Observation f60b991d-739d-47c2-aa7e-d50ba87a9c4b · outbound

This paper cites copy-cat.

Mitigating Over-Personalization in LLMs via Structured Memory copy-cat

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.020055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.888133Z digest=sha256:95f9b0fd092c4967ecea555352bd1cdb464e79489915f6fe4add98b9788c3b94

Observation 8c918ba9-ab01-4f24-9945-6e44d3aa3237 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.992264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.893255Z digest=sha256:a322e3194384802ab0ef59e47c4a393c20253358b327ee8659a2a03ace6eb14c

Observation 327b1c18-158d-4f88-b10a-04f058388e7f · outbound

This paper cites Lightning-fast, reliable, and transparentdelivery that gets your product to the customer before they even finish scrolling.

Mitigating Over-Personalization in LLMs via Structured Memory Lightning-fast, reliable, and transparentdelivery that gets your product to the customer before they even finish scrolling

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.971566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.899950Z digest=sha256:141671ada98d24a03e59a274487eb09bca2e16e694882872a0e109f0c21dd986

Observation 84d503a1-b15e-4b5f-9122-4f936bc8476c · outbound

This paper cites Event-rush.

Mitigating Over-Personalization in LLMs via Structured Memory Event-rush

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.954910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.905079Z digest=sha256:82335863bb37b72d960b5e421b813832c4d1e09f7941d31aeb3013cd1f4406f0

Observation b9869f0c-e88d-4a69-b0af-fb152de60198 · outbound

This paper cites Unlimited 2-hour deliveries for $X/month.

Mitigating Over-Personalization in LLMs via Structured Memory Unlimited 2-hour deliveries for $X/month

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.925300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.914682Z digest=sha256:e8ab03f2306d4d3e522105157a8d86a49a21abc5b912a47c1b9de4cc9b309408

Observation 259a0fdd-ea9f-41ac-9235-b891be9baf2f · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.896586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.919999Z digest=sha256:bcd472b67d568432460a774b7d28ba222dcf7b7a544da90518d8e4fc161cd649

Observation 1adb7d53-8184-4559-bc63-27519093e57f · outbound

This paper cites Offersandboxanddeveloper support.

Mitigating Over-Personalization in LLMs via Structured Memory Offersandboxanddeveloper support

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.871146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.924759Z digest=sha256:f8ce5afca8f1a380027800503793561c2a174bac515c63cf6a34294a4ae3d560

Observation 1991c0e7-5290-4206-a9ad-94d699bc7a19 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.842217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.934453Z digest=sha256:947bd98ea462e499f3718a6b7422511354fc6ea97b20295cea4aaf962c6bc185

Observation 22e866c2-e148-46f4-8d67-f98aa014ee92 · outbound

This paper cites Fast-Track by [Retailer] + [Your Brand].

Mitigating Over-Personalization in LLMs via Structured Memory Fast-Track by [Retailer] + [Your Brand]

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.818508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.939340Z digest=sha256:3e688892a41482d0ccc0249721f3a72de5fc39de88e823517c9031e79c808bd0

Observation 5f566d8d-279d-4025-8075-bebd5b3c66f4 · outbound

This paper cites From click to doorstep in under 60 minutes.

Mitigating Over-Personalization in LLMs via Structured Memory From click to doorstep in under 60 minutes

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.780469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.943927Z digest=sha256:f912f492ad7b39f4f39d00e75a0bc6ec99d149989b5f017e7a33a56b57087614

Observation 1b1f816f-02ab-44dd-b444-b7bffa96ffde · outbound

This paper cites Beta Blitz.

Mitigating Over-Personalization in LLMs via Structured Memory Beta Blitz

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.756838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.948420Z digest=sha256:4dd6d828a975ad4f328cd7ea2cd502542d34a4ff2cc12a377f60551a8711bd2a

Observation 3ddb8633-205d-419f-9dbb-9dfc3448aa29 · outbound

This paper cites surge-capacity.

Mitigating Over-Personalization in LLMs via Structured Memory surge-capacity

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.726842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.953096Z digest=sha256:459ac281c37286d63420bba7145458558b84d5507df8096d9755be31d3b9613e

Observation 28924239-6150-4d07-8095-25f26c69eaee · outbound

This paper cites speed gaps.

Mitigating Over-Personalization in LLMs via Structured Memory speed gaps

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.680935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.958689Z digest=sha256:7044ba19c0e58cfc802b9e5f1620ba38d55be389c50524d5a15303b85ea41004

Observation 77d83093-c824-412e-954e-9467875809f5 · outbound

This paper cites marketing strategist for a logistics and shipping company.

Mitigating Over-Personalization in LLMs via Structured Memory marketing strategist for a logistics and shipping company

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.659133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.964734Z digest=sha256:e7318c697c57460fd3efa6f66e18f68866ee881e0494a2b87b799dfe9c854a83

Observation 9004308c-73a6-48d1-be1c-e0027fc1067a · outbound

This paper cites underperforming position.

Mitigating Over-Personalization in LLMs via Structured Memory underperforming position

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.641375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.969423Z digest=sha256:42c6aa7ab98c17d55f5913dc3c1f387cfb4367309d7e655d07590181e96b7ed3

Observation e78431fd-49aa-4f22-9ae1-22acc1845970 · outbound

This paper cites stagnant position.

Mitigating Over-Personalization in LLMs via Structured Memory stagnant position

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.615524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.973781Z digest=sha256:b4bcb59a0d73b016a6648ec2ad96f0acb8e032e6911f38e80b4bdee45a169c08

Observation cceea262-587c-41bc-8555-ee3a3df9df8d · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.586907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.979227Z digest=sha256:36b8e9a2b4330b9f757a28d192bf3da9aa567ae4b22a46bb20157005075ce381

Observation af69a12b-939f-4451-9731-8a78d7453870 · outbound

This paper cites investment.

Mitigating Over-Personalization in LLMs via Structured Memory investment

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.546818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.984837Z digest=sha256:330547117a1306d953b178cd9d7fe7cdd5990959f4766ebdb675066d33e22aa5

Observation 834e2426-1e35-40ec-a0b6-feb427b1f7ed · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.521482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.989416Z digest=sha256:b6fdbc875570474191e106c086c60d6421f8d71ad3032eb0b41a177b4775bdb6

Observation 17d4b2f2-7a2a-4bfb-bed7-1822bd8ab1b7 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.499738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:18.997481Z digest=sha256:4918885a7e4c4c1f47cb655d4263ed7891ee4226e7ce64c1309b6d4caeb10c81

Observation 24da1f10-e928-441b-986d-cfb1c6705e4c · outbound

This paper cites return" isn’t measured in financial outcomes but in expressing compassion, preserving dignity, and following ethical imperatives to care for the vulnerable. Sometimes the most.

Mitigating Over-Personalization in LLMs via Structured Memory return" isn’t measured in financial outcomes but in expressing compassion, preserving dignity, and following ethical imperatives to care for the vulnerable. Sometimes the most

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.475909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T00:15:19.002775Z digest=sha256:22b324485f93b571c9194d444fccd716859d80d8833017ba8f5229c54460fdcf

Observation fa8328ea-e9df-41c7-b762-8374b60dd58e · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

Mitigating Over-Personalization in LLMs via Structured Memory MemGPT: Towards LLMs as Operating Systems

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.654469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.654469Z digest=sha256:7b534881c5e6874e0e6f22d9184c103d2b69aecc75ba6bb50cb6a74f40f370ad

Observation 60631e08-834d-48e7-893c-9953edce1e50 · outbound

This paper cites Prompt Leakage effect and defense strategies for multi-turn LLM interactions.

Mitigating Over-Personalization in LLMs via Structured Memory Prompt Leakage effect and defense strategies for multi-turn LLM interactions

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.626088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.626088Z digest=sha256:f989c47201572b83116c7b98a23fdb4c7eb18e52bd0e4af411a0168741881374

Observation 427ce995-5277-407b-89be-925a9504c241 · outbound

This paper cites InFindings of the Association for Computational Linguistics: EMNLP 2025, page 2239–2259.

Mitigating Over-Personalization in LLMs via Structured Memory InFindings of the Association for Computational Linguistics: EMNLP 2025, page 2239–2259

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.637716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.637716Z digest=sha256:111f4185a724f4ac70d3f2c6e7a7792439099a59390ab7ef1e7e96df19f8d009

Pith citing papers

No inbound Pith citation observations are available.