Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising | Paper Citation Record

Observation 0a218d47-6e62-45d4-9910-3734bc9a5a08 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Constitutional AI: Harmlessness from AI Feedback

Reference 1

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This paper cites Towards Real-world Human Behavior Simulation: Benchmarking Large Language Models on Long-horizon, Cross-scenario, Heterogeneous Behavior Traces.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Towards Real-world Human Behavior Simulation: Benchmarking Large Language Models on Long-horizon, Cross-scenario, Heterogeneous Behavior Traces

Reference 2

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 3

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 4

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 6

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 7

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Observation ae8eb1a3-0150-4c70-8bdc-9c861d59e9da · outbound

This paper cites Engel, Roger D.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Engel, Roger D

Reference 8

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Observation e5508e56-db08-4f04-a87f-971161fdf0b1 · outbound

This paper cites Reason4Rec: Deliberative User Preference Alignment of Large Language Models for Recommendation.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Reason4Rec: Deliberative User Preference Alignment of Large Language Models for Recommendation

Reference 9

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Observation 6af45b6f-4368-4aab-b860-146e11fd5df8 · outbound

This paper cites AgentRefine: Enhancing Agent Generalization through Refinement Tuning.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising AgentRefine: Enhancing Agent Generalization through Refinement Tuning

Reference 10

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Observation 266dca96-dc66-403f-baea-854db3d14680 · outbound

This paper cites GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Reference 11

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 12

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Observation 667539d6-dc24-4057-a4c1-66f9aa61c369 · outbound

This paper cites Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

Reference 13

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Observation 3053c180-4e70-408b-b08e-2b7e0beacd71 · outbound

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

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 14

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Observation bb10061f-6c40-4c1e-8d2c-4a0ab1ee993b · outbound

This paper cites DeepFM: A Factorization-Machine based Neural Network for CTR Prediction.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising DeepFM: A Factorization-Machine based Neural Network for CTR Prediction

Reference 15

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Observation c3f08657-afee-4b07-b6f3-543140525f22 · outbound

This paper cites RULER: What's the Real Context Size of Your Long-Context Language Models?.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising RULER: What's the Real Context Size of Your Long-Context Language Models?

Reference 16

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This paper cites RecSim: A Configurable Simulation Platform for Recommender Systems.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising RecSim: A Configurable Simulation Platform for Recommender Systems

Reference 17

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 18

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Observation 396a4461-e495-47f9-ac20-c9510070d43e · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Kimi K2.5: Visual Agentic Intelligence

Reference 19

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This paper cites 2020.Trustworthy online controlled experi- ments: A practical guide to a/b testing.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising 2020.Trustworthy online controlled experi- ments: A practical guide to a/b testing

Reference 20

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Observation 5a54bfb5-291d-4b4f-9392-e3f3d08d5345 · outbound

This paper cites Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems

Reference 21

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 22

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 23

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This paper cites RecoWorld: Building Simulated Environments for Agentic Recommender Systems.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising RecoWorld: Building Simulated Environments for Agentic Recommender Systems

Reference 24

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 26

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 27

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 30

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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This paper cites RecoGym: A Reinforcement Learning Environment for the problem of Product Recommendation in Online Advertising.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising RecoGym: A Reinforcement Learning Environment for the problem of Product Recommendation in Online Advertising

Reference 32

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 33

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising gradient descent

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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This paper cites Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation

Reference 41

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising RealUserSim: Bridging the Reality Gap in Agent Benchmarking via Grounded User Simulation

Reference 55

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising written for a system to read

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This paper cites Grammatically clean and smooth throughout, very conversational, like a real user thinking to themselves, and the sentences are reasonably varied.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Grammatically clean and smooth throughout, very conversational, like a real user thinking to themselves, and the sentences are reasonably varied

Reference 64

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising a friend recommended it

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising pregnant

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.595184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3d8b4ee-3c48-45e3-bd44-39064302d8e0 · outbound

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising pregnant

Reference 69

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.598464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a6246ee-7f64-4814-ac73-fe6719d83e67 · outbound

This paper cites Key factors.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Key factors

Reference 70

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.601767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1ac2992-f944-47d5-9c94-8b1348acdda1 · outbound

This paper cites I’m pregnant, in a few months I’ll need it.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising I’m pregnant, in a few months I’ll need it

Reference 71

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.604973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d981e66-c225-47e1-a492-33352e635b14 · outbound

This paper cites sees X→ connects it to a need/risk/constraint→ weighs up→ decides.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising sees X→ connects it to a need/risk/constraint→ weighs up→ decides

Reference 72

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.608131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61f9dab2-9fed-4969-a4ac-fdd41f67ad02 · outbound

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Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising although . . . but

Reference 73

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.611259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d686c64-e56e-4068-9223-8217fdcd0a11 · outbound

This paper cites InProceedings of the 1st workshop on deep learning for recommender systems.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising InProceedings of the 1st workshop on deep learning for recommender systems

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.387505Z

Source-reported events for the cited work

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Observation e42d1ea7-8358-458a-8362-32ee2b7b08b4 · outbound

This paper cites an unresolved cited work.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.468520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c9e19f9-17a2-439d-83d7-7837c9d9d349 · outbound

This paper cites an unresolved cited work.

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising Unresolved cited work

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.461039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95fd5200-6e5f-408b-b9d1-3c71b3def3ca · outbound

This paper cites InProceedings of the ACM Web Conference 2026(United Arab Emirates)(WWW ’26).

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising InProceedings of the ACM Web Conference 2026(United Arab Emirates)(WWW ’26)

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-07-30T17:56:01.523920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Outbound references

Pith citing papers