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An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

Team

POC

Location: #E-1009

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An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: XXX

Wei Li

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

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An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: XXX

Wei Li

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

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  • Language
  • Espana
  • Careers Page
  • Papers Short List
  • Posters
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  • Agenda
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  • Venue

Meta Networking Mixer @ ICLR 2025

SINGAPORE │APRIL 24, 2024

Slate Vancouver
670 Smithe St, 3rd Floor
Vancouver, BC

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Cross-border trade has driven culture, connection, and commerce for all of human history and today, people are increasingly using technological innovations to make purchases from around the corner and across the globe.


Register now to secure your place.


Date TBD
September 
28
 - 
October 
2
, 
2026

Nashville │June 13th, 2025

6:30 PM - 10:30 PM CDT

RecSys Booth Page 2026

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Cross-border trade has driven culture, connection, and commerce for all of human history and today, people are increasingly using technological innovations to make purchases from around the corner and across the globe.


Register now to secure your place.


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Thanks for your interest in Meta!

We hope you enjoyed connecting with us at RecSys! Please submit the registration form above to stay connected with our recruiting team and we will follow-up after the conference about relevant opportunities.

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Careers Page

Explore opportunities and get personalized recommendations at metacareers.com/jobsearch

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Papers Short List

Demos

Bending the Scaling Law Curve in Large-Scale
Recommendation Systems 

Bending the Scaling Law for Recommendation Systems

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

MRS Core Modeling

Rui Li, QIN DING, Han Li

Location: #E-1009

⧁ Link
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Verifiable Reasoning for LLM-based Generative Recommendation

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

MRS Research

Xinyu Lin, Yinglong Xia, Qifan Wang

Location: #E-1009

⧁ Link
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DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts 

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

MRS Knowledge

Jiarui Feng, Hanqing Zeng, Yinglong Xia

Location: #E-1009

⧁ Link
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Learning Robust, Long-run Surrogate Metrics with Modeling and Instrumental Variables

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

Threads DS

Dan Day, Xiao Cai, Sam Daulton, Ben Letham, Matthew Dalton, Eytan Bakshy

Location: #E-1009

⧁ Link
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On the Memorization and Generalization of Generative Recommendation 

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

Monetization RAI

Shuai Shao, Xiaoqiang Luo

Location: #E-1009

⧁ Link
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Request-Only Optimization for Recommendation Systems

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

MRS Core Modeling

Wei Li

Location: #E-1009

⧁ Link
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ReMix: Reinforcement routing for mixtures of LoRAs in LLM finetuning

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

MRS Knowledge

Hanqing Zeng, Yinglong Xia

Location: #E-1009

⧁ Link
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Bringing Reasoning to Generative Recommendation Through the Lens of Cascaded Ranking

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

MRS Research

Xinyu Lin, Qifan Wang

Location: #E-1009

⧁ Link
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GR2: Generative Reasoning Re-ranker

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

Monetization RAI

Yufei Li, Zaiwei Zhang, Mingfu Liang, Kavosh Asadi, Xi Liu

Location: #E-1009

⧁ Link
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LLM-Informed Bayesian Content Exploration in Ultra-Recency Recommendation

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

Threads Feed Relevance

Qing Feng

Location: #E-1009

⧁ Link
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A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

FB Feed Modeling

Yiming Zhu

Location: #E-1009

⧁ Link
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Estimate Level Adjustment For Inference With Proxies Under Random Distribution Shifts

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

Monetization RAI , AAI

Deeksha Sinha, Alexandra Darmon, Steve Wilkins-Reeves

Location: #E-1009

⧁ Link
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GEARS Agent System: Fully Autonomous Multi-Agent Orchestration for Large-Scale Ranking Personalization

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

FB Feed Relevance

Haoran Liu (Feed Stories MPK), Yihan Wu, Xiaoxuan Liu

Location: #E-1009

⧁ Link
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CRAG-MM: Multi-modal Multi-turn Comprehensive
RAG Benchmark

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

Reality Lab, MRS, MSL/FAIR

Yinglong Xia Jiaqi Wang Luna Dong

Location: #E-1009

⧁ Link
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MCGrad: Multicalibration at Web Scale

An Attempt to Use Synthetic Pretraining Playgrounds for Language Model Architecture Design

Date: Thursday, 4 Dec

Apr 26, 9:00 AM - 5:00 PM

Meta CAS Org

Yinglong Xia Jiaqi Wang Luna Dong

Location: #E-1009

⧁ Link
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Poster List

GEARS Agent System: Fully Autonomous Multi-Agent Orchestration for Large-Scale Ranking Personalization

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: FB Feed Relevance

Haoran Liu(Feed Stories MPK), Yihan Wu, Xiaoxuan Liu

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
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CRAG-MM: Multi-modal Multi-turn Comprehensive
RAG Benchmark

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: Reality Lab, MRS, MSL/FAIR

Yinglong Xia Jiaqi Wang Luna Dong

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
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MCGrad: Multicalibration at Web Scale

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: Meta CAS Org

Yinglong Xia Jiaqi Wang Luna Dong

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
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09
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28
/
2026
 
9:00am
 - 
10
/
02
/
2026
 
5:00pm

We hope you enjoyed connecting with us at RecSys!

Please submit the registration form to stay connected with our recruiting team, and we will follow up after the conference about relevant opportunities.

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Poster List

Request-Only Optimization for Recommendation Systems

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: MRS Core Modeling

Wei Li

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
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ReMix: Reinforcement routing for mixtures of LoRAs in LLM finetuning

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: MRS Knowledge

Hanqing Zeng, Yinglong Xia

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
Text goes here
X

Bringing Reasoning to Generative Recommendation Through the Lens of Cascaded Ranking

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: MRS Research

Xinyu Lin, Qifan Wang

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
Text goes here
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GR2: Generative Reasoning Re-ranker

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: Monetization RAI

Yufei Li, Zaiwei Zhang, Mingfu Liang, Kavosh Asadi, Xi Liu

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
Text goes here
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LLM-Informed Bayesian Content Exploration in Ultra-Recency Recommendation

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: Threads Feed Relevance

Qing Feng

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
Text goes here
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A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: FB Feed Modeling

Yiming Zhu

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
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RAG vs. GraphRAG: A Systematic Evaluation and Key Insights

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: RAG

Zhi Hua

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
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Estimate Level Adjustment For Inference With Proxies Under Random Distribution Shifts

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: Monetization RAI , AAI

Deeksha Sinha, Alexandra Darmon, Steve Wilkins-Reeves

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
Text goes here
X

GEARS Agent System: Fully Autonomous Multi-Agent Orchestration for Large-Scale Ranking Personalization

Date: Thursday, 4 Dec

Time: 4 p.m. — 4:15 p.m. PDT 

Location: #E-1009

Team: FB Feed Relevance

 Haoran Liu(Feed Stories MPK), Yihan Wu, Xiaoxuan Liu

Poster Session Details: Fri, Apr 24, 2026 | 6:30 AM – 9:00 AM PDT | Pavilion 3 P3-#1008

⧁ Link
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