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Paper Citation Record · LEDGER

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models

As of 13 August 2026, this Paper Citation Record lists 92 of 92 outbound references and 1 inbound Pith citation observation for arXiv:2507.06507.

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

pith.paper-citation-record.v1
2507.06507 v2

Coverage vector

measured 92 of 92 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:06:07.987028Z

measured 93 of 93 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:19:10.824627Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T00:19:15.461289Z

Reference resolution

92 of 92 outbound references displayed

  • verified exact6
  • verified fuzzy0
  • unresolved86
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 17caadd4-2b68-47f0-8a42-6875466e75b7 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T19:05:59.795143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:05:59.795143Z digest=sha256:5ddedda2db6f44cae6fe23f09145781b2b14c68a61ed138fd7bfe0e4a3bcf9e3

Observation b7b9d290-ed2e-4198-b6da-f5b9819f4c62 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T19:05:59.873222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:05:59.873222Z digest=sha256:0bfe05a5831cbe18061fba1fb4c236496effcd9e5c41948f16b611edf39ff3d2

Observation 5bc086da-7d68-426d-952d-d0e658dd6866 · outbound

This paper cites Empirical Analysis of Predictive Algorithms for Collaborative Filtering.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Empirical Analysis of Predictive Algorithms for Collaborative Filtering

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:06:09.589150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:05:59.964615Z digest=sha256:4656dcebed837b1e3d73b7362927cfe630b67f33598907f36ca4cd84396826d0

Observation 2d7e7c06-e2e8-480c-89b9-82e1fc4511b7 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:00.082700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.082700Z digest=sha256:971da37c8f7f23c939bfb632babd1350064bf2b5866e2f2b2da54f5de8cb58fc

Observation 603d1d2d-69b3-47ea-9290-697247bca522 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 5

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unresolved
no resolver link, observed 2026-08-06T19:06:00.142454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.142454Z digest=sha256:5dfb92e1c01d27b7fb8afe56c083aa964d877ecbd74015b0e285a16a499300de

Observation 7261eeef-c6f1-4333-a0d2-fda83c36c9b7 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:00.196479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.196479Z digest=sha256:849a28ffb49c4148262c059508b8a292f5705fd61cbdefe880458de1d96ab88c

Observation a24f3f49-8b77-40d5-8199-ec306c89c881 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:00.311798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.311798Z digest=sha256:5895395d93f56c944f53de1c9ba5ec8c50dcb511f1b04ebd850837c7a172e2dc

Observation 084f4239-4f22-4b2c-b380-ca79e855234d · outbound

This paper cites HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:00.373455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.373455Z digest=sha256:85ec971d445f9acc0a31f9ff79c38f4183d3723e80938fba408a72ff22e86899

Observation 158ac1d0-5472-4e85-b3b1-f9ebeb822078 · outbound

This paper cites End-to-End User Behavior Retrieval in Click-Through RatePrediction Model.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models End-to-End User Behavior Retrieval in Click-Through RatePrediction Model

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:00.493347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.493347Z digest=sha256:cd4c7595bf6ed17b20ff722630bc71aae6d15921ddaa765006fd944e4f192ace

Observation c35b12d9-e50d-46b6-8fdc-d4aef1dd6cb8 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:00.623783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.623783Z digest=sha256:a355c00f1139bc4a76572bda2af72c49fd6ad2090d82eda980501b80ab5b05b6

Observation 2704fad7-c4c6-4742-a6ed-fccbf8d77064 · outbound

This paper cites On Softmax Direct Preference Optimization for Recommendation.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models On Softmax Direct Preference Optimization for Recommendation

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:00.797289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.797289Z digest=sha256:511b1107c8ceda348305e52e37dcd0d917031149e696cb176b0734846256113a

Observation 5960e692-dbdd-4024-ab82-019ebb3c8436 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:00.898217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.898217Z digest=sha256:540a5ea112f494d04cbaec64429fd65e47c660686d7ba87862cf8d17871cd98e

Observation 9037fce0-afe2-4dc2-b1df-ea9ddf694be3 · outbound

This paper cites Recent Advances in Speech Language Models: A Survey.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Recent Advances in Speech Language Models: A Survey

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:00.999223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:00.999223Z digest=sha256:76949ff5aba46e1fa897da582fa6809db947fa069860161427732179ae641bf7

Observation 359fc8c7-5215-4e81-8307-0bb99670f29b · outbound

This paper cites DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:01.088120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:01.088120Z digest=sha256:641dfbf2423ca5713a5b5c615412a7d6d69b0c3aa18f87bfc0b060f999659dc6

Observation 3d0b672b-3c13-4cd0-9179-b52fc6f14b1c · outbound

This paper cites OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:01.215556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:01.215556Z digest=sha256:21cb539103f08f46b41c95111f3a1bb1103c14f023356a92479e84aa3544f524

Observation 6f4b1033-0a76-41e9-8301-2de895003abb · outbound

This paper cites TALKPLAY: Multimodal Music Recommendation with Large Language Models.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models TALKPLAY: Multimodal Music Recommendation with Large Language Models

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:01.341503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:01.341503Z digest=sha256:335a3e8c05edb86d62166d154418ad23e641219dddf094ed8e6809dbfcf8e08f

Observation 98c281ed-44d3-4351-8051-60dba57f74be · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:01.457563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:01.457563Z digest=sha256:597b00fb0f72ef287b6877c99d9bced7ccd81b30763ddc6f30548f286c647e8f

Observation 4b92c6d3-9db7-4338-a4a6-a0bede70161c · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:01.568450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:01.568450Z digest=sha256:4a79c621e1f97643e64e1127d98b67dc2d9bf176af4b8a25070a3622ac8310b4

Observation f3dea28a-d9bb-4806-af67-ea8b72120b42 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 19

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unresolved
no resolver link, observed 2026-08-06T19:06:01.693375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:01.693375Z digest=sha256:7d673ddf73525e2dfa69c2c585dd7654ac34a6a911a3b53c0320a14ca8284b52

Observation d0f8e4bb-efc9-42f8-8e2e-1e4fbf6b7741 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:01.777120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:01.777120Z digest=sha256:9a4166821b573196811224de4854754b2db10915705c5a4d90ffbf66aa1f1620

Observation 6bf757e1-2c7b-4635-b170-eeb1f1dcf13c · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:01.856881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:01.856881Z digest=sha256:ce6a7cd5fd695f909684ec727352733b53370b1688d180306b241d0b8dd0e502

Observation 72a67d91-bb09-4429-b11a-692f2a529c5e · outbound

This paper cites The Llama 3 Herd of Models.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models The Llama 3 Herd of Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:02.013752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:02.013752Z digest=sha256:cf4473202f414bd4379938d63e5c56d133493f75006b0bd0dce2831b4a82d786

Observation bcf12ae6-575a-4bae-bb6b-78453e6b9558 · outbound

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

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:02.268931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:02.268931Z digest=sha256:2df7adb50eed4bbeb90284eb37909a300459b65f6a3f12a080884809cf82fdc4

Observation 99df43f8-8695-4a6c-9ee4-967a197bcace · outbound

This paper cites Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:06:09.375134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:02.428274Z digest=sha256:abbcf5b6c58f345b67cd3c446e83e8641a77243046cb1b778a7592a8e51447ac

Observation db7ec2e8-0b80-4eb3-b6cc-81b8063c6fdd · outbound

This paper cites OneSug: The Unified End-to-End Generative Framework for E-commerce Query Suggestion.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models OneSug: The Unified End-to-End Generative Framework for E-commerce Query Suggestion

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:02.598267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:02.598267Z digest=sha256:d9b2401a876b4e120ac48c5513584766dfb0f51eafcff89821d19c3c70f33134

Observation 21daee5a-1fc0-4dc1-abae-f21a24241a0e · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:10.138022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:02.804961Z digest=sha256:b6f7d2b68b24ae88ff44d2a79ffdfe6b0510fe382ad76be63b40ed83385f991d

Observation 821f3050-5a9c-48f0-855c-c44d256efcc1 · outbound

This paper cites MTGR: Industrial-Scale Generative Recommendation Framework in Meituan.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models MTGR: Industrial-Scale Generative Recommendation Framework in Meituan

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:02.983588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:02.983588Z digest=sha256:de1862d9b023655772047d2066291e025edb6f9ce2a6b9aa0359f692a85b5ff5

Observation 8394ec92-76d3-47d9-b41f-d774e6185a3f · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:10.120396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:03.136175Z digest=sha256:7d5ff60ccca339e6fb965ac410f3ec5a1cf9484190cfda059b4eb370339dd7aa

Observation 8ce7ca3c-e1ef-481f-8699-9d458ecc7d71 · outbound

This paper cites Generating Long Semantic IDs in Parallel for Recommendation.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Generating Long Semantic IDs in Parallel for Recommendation

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:03.252642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:03.252642Z digest=sha256:94c3e512820877b426485427be39551604cce352e174723a772a9bb57f153490

Observation 897deda9-bcbf-4ebf-8664-64796ceebdbe · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:10.104154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:03.320109Z digest=sha256:e72cd343dd8a34abe70826885b18862d25bc797df0827bf926b5a7c6c17654e8

Observation 589b7df2-d55c-49ee-89b8-6cc792c2e402 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:10.085727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:03.382926Z digest=sha256:6a791ee79fdf1ba824b998d03463c3388471231c4f76d8b2e47d41387d22fc46

Observation fb50418e-f5ea-4aa7-8b93-85317ce596b9 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:10.066360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:03.474523Z digest=sha256:afcd7988c17be61a6c049254420f3a4655fd602b26ff6a34908a46608cd07c85

Observation 2ed50f25-afc4-4794-af18-58237bae72b3 · outbound

This paper cites Language Is Not All You Need: Aligning Perception with Language Models.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Language Is Not All You Need: Aligning Perception with Language Models

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:03.577727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:03.577727Z digest=sha256:27394cb01eab3f6cba1a872016c06e72a2ae25c6a5e4cf16ea4893e49a622889

Observation 6baf4bc9-dd45-4555-8008-cd38f7207308 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:10.047855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:03.682861Z digest=sha256:ee3ec937fe7b7cc369fb0ed807ab18ae87ff726f0b9698595ddef71f1924322e

Observation 3360218f-bb60-44bf-abdd-241078655be1 · outbound

This paper cites Towards Large-scale Generative Ranking.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Towards Large-scale Generative Ranking

Reference 35

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unresolved
no resolver link, observed 2026-08-06T19:06:03.798087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:03.798087Z digest=sha256:a39f48339f96abc3952111984aeebcc2a82559718280ce2d03d2887e8b986063

Observation 6803e170-6844-432b-8850-f8b1dceb1134 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:10.031301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:03.944238Z digest=sha256:a91230c95250ee8e6c15a39bca30a9b570fb0202458ea12b0a12afa0e701ca63

Observation f327dfc2-9b3c-4e7b-9811-1f346ee5090c · outbound

This paper cites Large Language Model as Universal Retriever in Industrial-Scale Recommender System.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Large Language Model as Universal Retriever in Industrial-Scale Recommender System

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:03.980677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:03.980677Z digest=sha256:359d9a571b7f9d855a15fb1b7869099d03582fbae6aef8ef230dd79735e87db8

Observation 6148e826-f565-48fb-a942-9347b9ca343a · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 38

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unresolved
no resolver link, observed 2026-08-06T19:06:04.008739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.008739Z digest=sha256:6da4fa6688b9523f29bc63e2a540efe405c0c8d547689484f94b8abd35093966

Observation 97f3d464-62a8-4a10-9f39-1c4ac14f688c · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:10.002383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:04.039729Z digest=sha256:f394f5e928691d846d98edff60c7eb10abf599b7b4895b84f06e70f97193e377

Observation 1c1e61b8-4f51-42b8-ab23-89723fc2d61e · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 40

Resolution
verified exact
raw_fallback, observed 2026-08-06T19:06:09.233167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:04.090394Z digest=sha256:d776351c4a2e6c3940635d19ac56ebb2c66a63199bba68a04487d4391af4a5fb

Observation 12d94714-0ffd-4ef3-8d7e-5b7a187eb16d · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.982096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:04.175700Z digest=sha256:8de311e5ac89d0962746d0e39185696b605c1d787c25f5d273ddfe0d285d128b

Observation 8e7161ff-ea80-4dc1-bb08-5614fae7bc18 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.270471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.270471Z digest=sha256:0b57394c492dcd9209bfbf185ff5c6513cd097f5c7b57cb575316849e67fcc7e

Observation ee7b32c5-e444-4e2b-86b4-3d57810fece9 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.950828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:04.341355Z digest=sha256:53fb757ea54e8309a0a16f411bdfd896a8c6a40816ecdc9a9842f1b71ed48dba

Observation 7d12069c-77f9-492f-8cdf-d00f90c78b3b · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.933793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:04.418915Z digest=sha256:63c6b1efed677622e33e4034cda574c9337e23e86d91f46e3ab8e70f45a6a0b9

Observation a521c66b-1bc1-4bc1-a39c-da517429ab95 · outbound

This paper cites SyNeg: LLM-Driven Synthetic Hard-Negatives for Dense Retrieval.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models SyNeg: LLM-Driven Synthetic Hard-Negatives for Dense Retrieval

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.470092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.470092Z digest=sha256:383abd58d6521358b2889f5107098e227562734215da3b930f903d4d1cf82e6d

Observation a0ccc43f-1ea6-4601-bf7b-848598c86a29 · outbound

This paper cites A Survey of Generative Search and Recommendation in the Era of Large Language Models.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models A Survey of Generative Search and Recommendation in the Era of Large Language Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.530230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.530230Z digest=sha256:e896bb86aaedc020dda784ed7ca4fad40aa9e76751b8d46eece1a041ac5c3f60

Observation b6e2aa92-45bb-4f51-8e7e-24db413e3f70 · outbound

This paper cites RosePO: Aligning LLM-based Recommenders with Human Values.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models RosePO: Aligning LLM-based Recommenders with Human Values

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.573309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.573309Z digest=sha256:07546302bb7febc415b12d6ff30525dd11bf6dfe71a7c38d771b3083bb2b2fd5

Observation 96d2f919-1200-4479-802d-9a01bbd23414 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.919016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:04.641465Z digest=sha256:296aba1651df063c744daf70d5ac785b6f9ea9e66115d41c54b0e8d8b1400c10

Observation 5e93f202-027c-43cd-bcd9-0b35aa0458c4 · outbound

This paper cites KuaiFormer: Transformer-Based Retrieval at Kuaishou.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models KuaiFormer: Transformer-Based Retrieval at Kuaishou

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.698498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.698498Z digest=sha256:885e3bd0ca4fd36909a41ae0f19b5fff5beb7d5a2308038948f5ce8ec04236d4

Observation 2902df53-c728-4d7c-b152-c96fc3f40c1a · outbound

This paper cites Improved Baselines with Visual Instruction Tuning.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Improved Baselines with Visual Instruction Tuning

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.776074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.776074Z digest=sha256:e7e7e476ab502d450090c0f8bbc948a9266da70972ada5a93cdc98bfc83cc11a

Observation 129b39b4-9f6b-44cb-9bc2-b0dffec33a91 · outbound

This paper cites Visual Instruction Tuning.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Visual Instruction Tuning

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.843486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.843486Z digest=sha256:c8340e8fc9b4efb9f0dc65219fc0b5dc0276aafb570dc0e999d4745df5269b91

Observation f7facc4d-6663-419f-b836-2371564ef0e2 · outbound

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

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.896327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.896327Z digest=sha256:f7b94012c520a84e4277cda4addf39c2cc3e3a80b71d26f7a3de108c7198f9ed

Observation 027cd3b0-8530-4edc-a525-6ebd3884587f · outbound

This paper cites QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.945554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.945554Z digest=sha256:a4e20dee9003b640073c3a0a0cff56e005fef6c935dc8d1b570069fb11b34bd8

Observation d834573a-9e61-45bb-bf1d-2c3a7f0e29e9 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:04.997950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:04.997950Z digest=sha256:64e380ac953ab5d9595be872b2f81844192cfd51bb3968eae5e380dddaeda34c

Observation 5b766877-f108-49b2-bd15-69c010932617 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.904164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:05.066878Z digest=sha256:b609749bef72424576ba42bcbbe26fb4b5910c506995076158791d975de1e096

Observation 337a1775-4a1a-4641-9b89-4f38997eb6b1 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Representation Learning with Contrastive Predictive Coding

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:05.143289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:05.143289Z digest=sha256:9cde20a730008f1cdf428063b6b44f8c19f8dbfccbbd57f3e43711bc79568d11

Observation d78d174d-53d4-4281-80d1-2ec03ec34dcf · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.887492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:05.279329Z digest=sha256:b2d4ce9db1873c57898a4f52de6568296d2c099a34eaa12d8b2ad4400762c4f3

Observation df1da03f-c634-45f4-b618-7d0744a52177 · outbound

This paper cites EGA-V1: Unifying Online Advertising with End-to-End Learning.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models EGA-V1: Unifying Online Advertising with End-to-End Learning

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:05.366819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:05.366819Z digest=sha256:5d78a2e30d7ebed7445d6e5cbdac2bd8fa215aae1c2fd4f470bc28a77dc75c6e

Observation aee827d0-3795-4784-abcf-d0f7933e8d36 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.868828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:05.458170Z digest=sha256:16316eebabeedbe98dc29133d7da1d470a24475888ec1a9f8cb41013e6fbf36d

Observation 28ef4824-1b1a-4858-89d4-4116506e3cda · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:05.549506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:05.549506Z digest=sha256:8fa691c2fd7189fd8da6fca38864f8d837e87ddfb9b7e3e0029f426ae7b90be6

Observation ebe366fd-025c-47cb-a813-40aaf017e155 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.840330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:05.655393Z digest=sha256:3db5e07171989c237543092823a03734ff1e882bb6dcc6fe0bbe43b2613260ad

Observation 83254fce-99aa-48c8-8706-8f25d0de996e · outbound

This paper cites BPR: Bayesian Personalized Ranking from Implicit Feedback.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models BPR: Bayesian Personalized Ranking from Implicit Feedback

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:05.769982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:05.769982Z digest=sha256:8374e83109d957152c13747cdb391e4f9d14e4ae550684df4dbfa934c0f03c46

Observation 6265b542-7e58-49a8-b603-f81faaebd594 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.823014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:05.842012Z digest=sha256:fc212959d4d1b9710c6f8725f41bc28159bffa59bb940d4b466a3b1ace9f97ad

Observation 496a1b2a-5581-4d86-b04b-857db7e160b0 · outbound

This paper cites Language Representations Can be What Recommenders Need: Findings and Potentials.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Language Representations Can be What Recommenders Need: Findings and Potentials

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:05.949057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:05.949057Z digest=sha256:ca997dc25c94be8ae1970e76e403fc37b52a4685f6b4c9d7bb2ab1c6146caff1

Observation 8fdd7b28-aa23-4ab8-89f5-b6089b96b4cf · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.804896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:06.035948Z digest=sha256:c8fa08ebf3365c9e0a43486626a41afb2fbaa0725c9a1a515da0f85764bdeac9

Observation e9c3b4a1-1dd6-4c42-9716-5a82e495a894 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Gemini: A Family of Highly Capable Multimodal Models

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:06.116875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:06.116875Z digest=sha256:f5f8416b693bd5405c9f7b6f54da7b38c33f9188b19e125ad446281389a75656

Observation 7aa9d61d-8d4d-46ce-b337-d2e3c978902f · outbound

This paper cites Scaling Transformers for Discriminative Recommendation via Generative Pretraining.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Scaling Transformers for Discriminative Recommendation via Generative Pretraining

Reference 67

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:06:08.886129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:06.250090Z digest=sha256:9cf1838921b64feb5e9b5b1d4145269292eeeb4e82dd88c4a873fcf6909cdc6d

Observation 66544238-b3ea-41f4-aabb-a8b85b85d177 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.788768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:06.333013Z digest=sha256:61b21e11837adf74bdb7411c2f23260a0d41fd065859d4c4c999861ad8d8946a

Observation 711146b4-13be-4346-aa9d-dba7767a38e0 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:06.455815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:06.455815Z digest=sha256:5ebe6058606a574d24f1ac8a8fcfacc729df08780a8423a6f1b766d5e5f81f9b

Observation ba59142a-715a-4d47-b738-e2ac25338f6c · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.768253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:06.602029Z digest=sha256:4322e535583024af20ad1d8ba3639f842efed21344e1fc8be74377739eb99483

Observation a94c37b5-ddcb-46ad-b3f3-63ac00aae797 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.750642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:06.678104Z digest=sha256:2a53d3e3f1166b8c04b4652f6c0fe48681437e539bcd27fa59ffe437f6ec89df

Observation 9cdaa74e-21f3-4935-8478-e0115e235a2e · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.734591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:06.744935Z digest=sha256:be1203be421a6c9d7929f5f9f7eac8e11f9d458cf057aa5a94a268b359f9a143

Observation 9ccbd0f8-9c3f-416f-845c-ccfb116c5f09 · outbound

This paper cites HGCL: Hierarchical Graph Contrastive Learning for User-Item Recommendation.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models HGCL: Hierarchical Graph Contrastive Learning for User-Item Recommendation

Reference 73

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:06:08.746586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:06.809058Z digest=sha256:123414f9eb53c3655a5395984b0e7fcb719a76bd661862e11a6cabc765c44c50

Observation d96fffc8-6501-4cfe-b406-cca73a9716cf · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:06.865144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:06.865144Z digest=sha256:e27670f30aed84371371b98eb7bea9c33e8eec7ab0ead198794b139fbc76c6d0

Observation 24f9f53b-2e43-4b68-a005-014d231ba6e5 · outbound

This paper cites Qwen3 Technical Report.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Qwen3 Technical Report

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:06.902628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:06.902628Z digest=sha256:a5007dbe6003f6cfca117e88f19428a27cf2c9d1ec036ded771eafe220868a04

Observation eac8234f-e163-4fb6-973a-70287d790008 · outbound

This paper cites Unifying Generative and Dense Retrieval for Sequential Recommendation.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unifying Generative and Dense Retrieval for Sequential Recommendation

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:06.952470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a2895124-ad35-41c1-b9fb-49a766a0e030 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.718853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 8832d3dd-e7b2-408d-aae2-c959017948dc · outbound

This paper cites Sparse Meets Dense: Unified Generative Recommendations with Cascaded Sparse-Dense Representations.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Sparse Meets Dense: Unified Generative Recommendations with Cascaded Sparse-Dense Representations

Reference 78

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:07.048637Z digest=sha256:d682cefc90f73a7c9741672aba22d3bf715cf3b70ce4a8767298dbd24bcef284

Observation bd42a604-0589-42e2-8462-f7405943b46d · outbound

This paper cites TEAL: Tokenize and Embed ALL for Multi-modal Large Language Models.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models TEAL: Tokenize and Embed ALL for Multi-modal Large Language Models

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:07.138854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:07.138854Z digest=sha256:4c4d50dd1f0c724d03b9fcd627d8870f62f2467a81c0e6cc342bd6008e07c8da

Observation fa2c35be-6340-48fd-9521-d74ea11c33eb · outbound

This paper cites Unleash LLMs Potential for Recommendation by Coordinating Twin-Tower Dynamic Semantic Token Generator.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unleash LLMs Potential for Recommendation by Coordinating Twin-Tower Dynamic Semantic Token Generator

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:07.195134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:07.195134Z digest=sha256:f9dc377da3f8b4291bbe850df444943f62ded63c6264616e22eede22dffd45e4

Observation 2f4690e6-ad9d-467d-8f69-feeedb355bda · outbound

This paper cites SPAE: Semantic Pyramid AutoEncoder for Multimodal Generation with Frozen LLMs.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models SPAE: Semantic Pyramid AutoEncoder for Multimodal Generation with Frozen LLMs

Reference 81

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:07.240684Z digest=sha256:9625e4d330cb5b09e10d08805e34607ca088b4f3b5c3dd279c9aaaf3c93946e5

Observation a6ce5c46-bcab-42bc-ba57-a45fa2134ba2 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.701721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:07.297656Z digest=sha256:98528f5b05689866590d2310162cddd394773adc9256ca36e56aebdc9bcfd1b0

Observation 7700206e-e211-4c16-837e-e7038e7ed012 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 83

Resolution
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raw_fallback, observed 2026-08-06T19:06:09.681719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:07.365727Z digest=sha256:271133686fb6c82b3d73cb0646c0106e51809c9c5e8b5f20dba5d4d0a7a481c2

Observation 06190691-2308-4d69-96c7-6ab633392602 · outbound

This paper cites Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations

Reference 84

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:07.429530Z digest=sha256:092dc2ecf852101007c0368fbb9a237d7de58a54fd38c62e89f97a5f974dd22e

Observation 20e8082f-f833-4cbe-99e6-4dc2ff5da635 · outbound

This paper cites NoteLLM-2: Multimodal Large Representation Models for Recommendation.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models NoteLLM-2: Multimodal Large Representation Models for Recommendation

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:07.477933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:07.477933Z digest=sha256:f3890bd963d7f06348f1dbc2775466f16f3c9b029f78397cc3246fb0599a9fe5

Observation cb7177f7-649b-46d8-9b38-62853165a2f8 · outbound

This paper cites LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:07.534077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:07.534077Z digest=sha256:405ee7e8bdf5ffae5c866cc8b63098121860abc914279f930f60f7874ffb91ab

Observation a06a8086-316b-4b01-9ef8-af64b33c7399 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.663699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:07.607699Z digest=sha256:f496f7eb6605fa33a5810299ce4d343b90ed1fc4cdf6ec1b3e92dbea6e14877a

Observation e27c8349-6b35-4807-bd9a-a76b9c26bbc3 · outbound

This paper cites How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:07.633159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:07.633159Z digest=sha256:648d5d6f16140de72d3bb5589da035ac465bef806c407492d1a9579d665d3abf

Observation 48c934bf-4069-461b-921c-be8b74c98c56 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.646328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:07.690936Z digest=sha256:660308f8f570bc27fd6cc016aa4a3efae69936bb55afa9747320af3b0027bac1

Observation 10c49788-d51f-4fab-b13d-fe9a23197667 · outbound

This paper cites an unresolved cited work.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:06:09.627649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T19:06:07.821934Z digest=sha256:36173a92dd9b27324755e2606637103b3315657c6678a8413ffc9f81509c4e08

Observation 8b69e80c-5825-4184-95b7-d5264142a2fb · outbound

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GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models online" 'onlinestring :=

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-06T19:06:07.928287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:07.928287Z digest=sha256:4204d501b0c44b3d01c98f936b9e67899abeb6a09cf070acc597aee7c0779f17

Observation 24a99182-4904-490e-998b-ae06a28833de · outbound

This paper cites write newline.

GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models write newline

Reference 92

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unresolved
no resolver link, observed 2026-08-06T19:06:07.987028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:06:07.987028Z digest=sha256:3ff7997eed3757acb2778b9847446b4e67d0035e415d45905d67983775f15d32

Pith citing papers

Observation 8b7ac46a-b531-47ff-b5fc-8ca7ce0599d3 · inbound

Exponential Reward Weighting for Fine-Tuning Generative Recommenders under Sparse and Noisy Feedback cites this paper.

Exponential Reward Weighting for Fine-Tuning Generative Recommenders under Sparse and Noisy Feedback GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models

Reference 1

Resolution
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local_arxiv, observed 2026-08-05T00:19:15.537312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-05T00:19:10.824627Z digest=sha256:810b69e96d8dc73248680626b19b0378a1510f8355a1be62f201c9f3cf531062