diff --git a/_bibliography/papers.bib b/_bibliography/papers.bib
index 184cb59..10db8b7 100644
--- a/_bibliography/papers.bib
+++ b/_bibliography/papers.bib
@@ -1,5 +1,56 @@
 ---
 ---
+
+@article{Xie2023OpenAgentsAO,
+  title   = {OpenAgents: An Open Platform for Language Agents in the Wild},
+  author  = {Tianbao Xie and Fan Zhou and Zhoujun Cheng and Peng Shi and Luoxuan Weng and Yitao Liu and Toh Jing Hua and Junning Zhao and Qian Liu and Che Liu and Leo Z. Liu and Yiheng Xu and Hongjin Su and Dongchan Shin and Caiming Xiong and Tao Yu},
+  journal = {Conference on Language Modeling (COLM)},
+  year    = {2024},
+  arxiv   = {2310.10634},
+  code    = {https://github.com/xlang-ai/OpenAgents},
+  preview = {Xie2023OpenAgentsAO.png}
+}
+
+@article{Sun2023CorexPT,
+  title   = {Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration},
+  author  = {Qiushi Sun and Zhangyue Yin and Xiang Li and Zhiyong Wu and Xipeng Qiu and Lingpeng Kong},
+  journal = {Conference on Language Modeling (COLM)},
+  year    = {2024},
+  arxiv   = {2310.00280},
+  code    = {https://github.com/QiushiSun/Corex},
+  preview = {Sun2023CorexPT.png}
+}
+
+
+@article{Gao2024CoCA,
+  title   = {CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration},
+  author  = {Jiahui Gao and Renjie Pi and Tianyang Han and Han Wu and Lanqing HONG and Lingpeng Kong and Xin Jiang and Zhenguo Li},
+  journal = {Conference on Language Modeling (COLM)},
+  year    = {2024}
+}
+
+
+@article{Zhao2024EmpoweringLL,
+  title   = {Empowering Large Language Model Agents through Action Learning},
+  author  = {Haiteng Zhao and Chang Ma and Guoyin Wang and Jing Su and Lingpeng Kong and Jingjing Xu and Zhi-Hong Deng and Hongxia Yang},
+  journal = {Conference on Language Modeling (COLM)},
+  year    = {2024},
+  arxiv   = {2402.15809},
+  code    = {https://github.com/zhao-ht/LearnAct},
+  preview = {Zhao2024EmpoweringLL.png}
+}
+
+@article{zheng2023reparameterized,
+  title   = {A Reparameterized Discrete Diffusion Model for Text Generation},
+  author  = {Lin Zheng and Jianbo Yuan and Lei Yu and Lingpeng Kong},
+  journal = {Conference on Language Modeling (COLM)},
+  year    = {2024},
+  arxiv   = {2302.04542},
+  code    = {https://github.com/HKUNLP/reparam-discrete-diffusion},
+  preview = {zheng2023reparameterized.png}
+}
+
+
 @article{Zhao2023SEGOSS,
   title   = {SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving},
   author  = {Xueliang Zhao and Xinting Huang and Wei Bi and Lingpeng Kong},
@@ -399,15 +450,7 @@ @article{ma2023retrieved
   preview = {ma2023retrieved.png}
 }
 
-@article{zheng2023reparameterized,
-  title   = {A Reparameterized Discrete Diffusion Model for Text Generation},
-  author  = {Lin Zheng and Jianbo Yuan and Lei Yu and Lingpeng Kong},
-  journal = {arXiv preprint},
-  year    = {2023},
-  arxiv   = {2302.04542},
-  code    = {https://github.com/HKUNLP/reparam-discrete-diffusion},
-  preview = {zheng2023reparameterized.png}
-}
+
 
 
 %%%%%%%%%%%% 2022 %%%%%%%%%%%%
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