Paper Citation Record · LEDGER

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation

As of 5 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 2 inbound Pith citation observations for arXiv:2601.18664.

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

pith.paper-citation-record.v1
2601.18664 v3

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T14:23:44.856958Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T14:03:01.974171Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-01T17:25:51.250198Z

Reference resolution

53 of 53 outbound references displayed

verified exact29
verified fuzzy2
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bc2bbb5e-e18a-4451-b951-3c079f7ab728 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.707681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 252a40b0-e57a-4e47-a596-f6028c9fd4e8 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.699832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d8eb29f5-d2c4-4c89-9ecb-33b700103623 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.709796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 147de3f2-4d01-466a-9e64-d7fe30626276 · outbound

This paper cites Reasoning beyond language: A comprehensive survey on latent chain-of-thought reasoning.arXiv preprint arXiv:2505.16782, 2025a.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Reasoning beyond language: A comprehensive survey on latent chain-of-thought reasoning.arXiv preprint arXiv:2505.16782, 2025a

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.938659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 04db78b1-4f85-4e32-89c5-09e261f218d4 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.688888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 623f16cc-24b2-456c-89f1-570a7b03dc38 · outbound

This paper cites Think with 3d: Geometric imagination grounded spatial reasoning from limited views.arXiv preprint arXiv:2510.18632, 2025a.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Think with 3d: Geometric imagination grounded spatial reasoning from limited views.arXiv preprint arXiv:2510.18632, 2025a

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.924031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 84b3f2c2-5ccb-40de-8b29-156db1bf0761 · outbound

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

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.920020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 713ca740-ac85-4ac8-8054-d5d4d5144641 · outbound

This paper cites Onepiece: Bringing context engineering and reasoning to industrial cascade ranking system.arXiv preprint arXiv:2509.18091.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Onepiece: Bringing context engineering and reasoning to industrial cascade ranking system.arXiv preprint arXiv:2509.18091

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.901173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d95d03fd-23e2-473c-a4cd-b5d2249dba34 · outbound

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

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.868550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 99e862f6-468c-4c62-8a73-2ed2bb4a9205 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Training Large Language Models to Reason in a Continuous Latent Space

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.942774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 13e7c302-13a0-46fc-bb30-465c26ce1971 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.684045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation eaf3ad25-2d63-4d43-b188-6564b909f14f · outbound

This paper cites Plum: Adapting pre-trained language models for industrial-scale generative recommendations.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Plum: Adapting pre-trained language models for industrial-scale generative recommendations

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.957604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 32d629e9-521a-4297-a8f5-e4fbf0ddecdf · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.723606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 57797ac7-7ef7-4a89-828d-ed63cbe5f3f9 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.681648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cb901347-77b6-40ab-8e2f-f8428061ee61 · outbound

This paper cites Session-based Recommendations with Recurrent Neural Networks.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Session-based Recommendations with Recurrent Neural Networks

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.907132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2471ae70-384c-45b6-8dde-96e9e1d9fd6c · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.690763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 99986af2-f29a-413d-a9e8-0e130dfddce4 · outbound

This paper cites Latent Visual Reasoning.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Latent Visual Reasoning

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.927000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation facedfcf-7b0f-4fdd-ba54-f61130e719b6 · outbound

This paper cites Implicit Reasoning in Large Language Models: A Comprehensive Survey.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.849201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c85c4c49-27e7-4aa3-93c8-9a8fafc4d431 · outbound

This paper cites BBQRec: Behavior-Bind Quantization for Multi-Modal Sequential Recommendation.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation BBQRec: Behavior-Bind Quantization for Multi-Modal Sequential Recommendation

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.905050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 82a097b2-a45d-48d6-823b-7e49ee906374 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.727935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f2c171f0-65bd-4e0e-aed9-a5a7b98c3644 · outbound

This paper cites Rec-r1: Bridging generative large language mod- els and user-centric recommendation systems via reinforcement learning.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Rec-r1: Bridging generative large language mod- els and user-centric recommendation systems via reinforcement learning

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.873939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 731a6021-aedf-4e4e-a8f8-35ff101431d3 · outbound

This paper cites DeepSeek-V3 Technical Report.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation DeepSeek-V3 Technical Report

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.930030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation af35c116-4de2-4a8a-b51d-98a579754101 · outbound

This paper cites LARES: Latent Reasoning for Sequential Recommendation.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation LARES: Latent Reasoning for Sequential Recommendation

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.934692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2baf2e61-dac9-4abb-bda1-1777ad31de10 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.714483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation aaf6274f-c816-4fc5-a43e-92d5a9e34285 · outbound

This paper cites Onerec-think: In-text reasoning for generative recommendation.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Onerec-think: In-text reasoning for generative recommendation

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.912603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d1f0093c-167d-46e3-9b34-1c37c3f1a708 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.721326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ba1aab8d-2f61-4172-8ce8-df9fecfcd051 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.712355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f32a9e67-0f45-499a-a4de-b06b3fc80044 · outbound

This paper cites A Survey on LLM-powered Agents for Recommender Systems.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation A Survey on LLM-powered Agents for Recommender Systems

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.926714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9f6e37d4-3c6c-46bf-a722-4faebfc97ba6 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.716636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 415c3fb6-0612-4776-906d-dbc5242dc3cb · outbound

This paper cites Chain-of-visual-thought: Teaching vlms to see and think better with continuous visual tokens.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Chain-of-visual-thought: Teaching vlms to see and think better with continuous visual tokens

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.922527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4d2bc469-3e47-40d3-825e-37ea6ef70d07 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.719026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4bda6324-8290-4fe7-9243-7d700db31cda · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.725808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e7d49bb6-b0e0-4720-92da-70731c70fcd2 · outbound

This paper cites Bridging Search and Recommendation through Latent Cross Reasoning.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Bridging Search and Recommendation through Latent Cross Reasoning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.953518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1f95ee2c-2076-4bfe-8767-4c4f70ef3aaf · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.703255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e4a8d205-8a71-45fc-8c3e-09fc1aebef01 · outbound

This paper cites InProceedings of the 28th ACM international conference on information and knowledge management.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation InProceedings of the 28th ACM international conference on information and knowledge management

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:24:13.705662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4f86be28-b53a-4c8e-8a52-8d46d6b36aaa · outbound

This paper cites Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.903434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5cc8e60d-1c50-4045-8ab1-7170e48c805c · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.697434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e198a9d4-ff84-4818-80ad-73577303d8cf · outbound

This paper cites Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.866517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 83110449-ae33-4541-8e70-6583f154f5d1 · outbound

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

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Sparse Meets Dense: Unified Generative Recommendations with Cascaded Sparse-Dense Representations

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.888711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6b7e2954-1bc1-48eb-858d-46d7d6be044c · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.698429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation eefac8c3-7bc3-42ba-8a02-a79a450cedd8 · outbound

This paper cites InProceedings of the 34th ACM International Conference on Information and Knowledge Management.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation InProceedings of the 34th ACM International Conference on Information and Knowledge Management

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:24:13.707140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation beb3b442-90aa-4ef1-9b55-b1494c07e1e6 · outbound

This paper cites The Landscape of Agentic Reinforcement Learning for LLMs: A Survey.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.918784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b32c1204-74d0-4920-8163-45f19e3b024f · outbound

This paper cites Latent sketchpad: Sketching visual thoughts to elicit multimodal reasoning in mllms.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Latent sketchpad: Sketching visual thoughts to elicit multimodal reasoning in mllms

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.961550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 405aaac4-7808-4ab8-a368-c61b4ff17bbc · outbound

This paper cites Gpr: Towards a generative pre-trained one-model paradigm for large-scale advertising recommendation.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Gpr: Towards a generative pre-trained one-model paradigm for large-scale advertising recommendation

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.886443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 10fa9b11-6ca8-4e13-94d4-42b558c15d59 · outbound

This paper cites Slow Thinking for Sequential Recommendation.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Slow Thinking for Sequential Recommendation

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.949728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7998bcbe-5462-44d4-a7c3-f98bf892df24 · outbound

This paper cites A Survey of Reinforcement Learning for Large Reasoning Models.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation A Survey of Reinforcement Learning for Large Reasoning Models

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.911073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0eab64ea-6fa0-4e3b-a883-5c7931f78889 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.683364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 24c539de-3b59-4fe2-8f3e-367cb18bb10e · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.688093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4f7508db-52c8-4c61-b7cb-710c7ce4b9e6 · outbound

This paper cites Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Reference 49

Resolution: metadata mismatch; local_arxiv, observed 2026-05-21T14:24:12.843468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation eca4eae5-145f-4e2b-a1a6-439d74704148 · outbound

This paper cites an unresolved cited work.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:24:13.686249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cfdd5b2e-2655-4aac-a5a2-0148f463b420 · outbound

This paper cites A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.897288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d35a8309-64b6-472f-93a6-5035759d59f5 · outbound

This paper cites Onerec technical report.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Onerec technical report

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.965327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 37242d23-831e-40f6-9004-9d6c65b745ab · outbound

This paper cites OneRec-V2 Technical Report.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation OneRec-V2 Technical Report

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-05-21T14:24:12.946258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation b5681f81-f7bb-47bb-9e71-55c4414ac316 · inbound

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook cites this paper.

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation

Reference 56

Resolution: unresolved; no resolver link, observed 2026-07-13T14:03:01.974171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd1cc587-5008-4c13-9cf3-846bf25d872d · inbound

Intuition-Guided Latent Reasoning for LLM-Based Recommendation cites this paper.

Intuition-Guided Latent Reasoning for LLM-Based Recommendation S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-07-01T17:25:51.251590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.