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haotong qin haotong qin toggle navigation about current eis publications services awards talks haotong qin postdoctoral researcher eth zürich incoming assistant professor presidential young scholar department of computing the hong kong polytechnic university pushing ai efficiency from algorithms to silicon to real world systems etz d 97 4 gloriastrasse 35 8092 zürich switzerland haotong qin pbl ee ethz ch about i am currently a postdoctoral researcher at the center for project based learning d itet eth zürich hosted by prof michele magno ieee fellow i will join the department of computing at the hong kong polytechnic university as an assistant professor presidential young scholar i received my ph d from the state key laboratory of complex critical software environment at beihang university advised by prof wei li cas academician and prof xianglong liu nsfc distinguished young scholar where i also earned my b e in computer science during my ph d i was a visiting scholar at the computer vision lab eth zürich and a research scientist intern at bytedance seed microsoft research asia and tencent wechat i was named to forbes 30 under 30 asia 2026 and included in stanford s world s top 2 scientists list in 2025 my research has been recognized by the bytedance phd fellowship baidu phd fellowship mlcommons meta rising stars in ml and systems waic yunfan rising star electronics best phd thesis award and csig best phd thesis award as well as best paper awards at ieee sensors 2025 and ijcai glow 2025 i serve as an area chair for neurips cvpr eccv acm mm and other major conferences openings i am looking for highly motivated phd students research assistants and visiting students interested in efficient ai model compression quantization generative ai and ai systems please email your cv a brief description of your research interests and the position you are applying for to qinhaotong gmail com news 2026 06 one paper is accepted by eccv 2026 2026 06 i am serving as an area chair for wacv and ijcnn 2026 05 i m selected into forbes 30 under 30 asia 2026 2026 05 i am named one of the cvpr 2026 outstanding area chair 2026 05 four papers are accepted by icml 2026 and one paper is accepted by ijcai 2026 2026 03 i am serving as an area chair for neurips 2026 2026 02 one paper and one finding are accepted by cvpr 2026 2026 02 i am serving as an area chair for acm mm 2026 2025 01 i am serving as an associate editor for journal on image and video processing 2026 01 eight papers are accepted by iclr 2026 2026 01 i am serving as a senior program committee member for ijcai 2026 2025 12 i am serving as an area chair for eccv 2026 2025 11 three papers are accepted by aaai 2026 2025 09 i m selected into stanford university s list of the world s top 2 scientists 2025 09 two papers are accepted by neurips 2025 2025 09 i am serving as an area chair for cvpr 2026 2025 06 one oral papers is accepted by iros 2025 2025 05 i am serving as an area chair for bmvc 2025 2025 05 three papers are accepted by icml 2025 2025 04 i am selected as one of the young researchers of the 12th heidelberg laureate forum hlf 2025 04 one paper is accepted by rss 2025 2025 04 i am serving as an area chair for neurips 2025 2025 03 i am serving as an area chair for acm mm 2025 2025 03 i obtain the mlcommons ml and systems rising stars 2025 38 people worldwide 2025 02 two papers are accepted by cvpr 2025 2025 01 two papers are accepted by iclr 2025 2025 01 one oral papers are accepted by www 2025 2024 12 two oral papers are accepted by aaai 2025 2024 12 i am serving as an area chair for ijcnn 2025 2024 11 i obtain the csig 2024 outstanding phd thesis award 10 people nationwide 2024 10 i am serving as an area chair for aistats 2025 2024 09 four one spotlight papers and one workshop paper are accepted by neurips 2024 2024 06 i obtain the waic yunfan award rising star 2024 15 people worldwide 2024 05 i am serving as a guest editor for neural networks 2024 05 one paper for llm quantization is accepted by acl 2024 2024 05 five papers one oral for efficient llms and dms are accepted by icml 2024 2024 05 i am serving as an area chair for bmvc 2024 2024 04 i obtain the electronics 2023 best phd thesis award 2 people worldwide 2024 01 i obtain the outstanding graduate of beijing 2024 2024 01 i obtain the baidu phd fellowship 2023 10 people worldwide 2023 09 two first authored papers one spotlight are model quantization is accepted by neurips 2023 2023 09 i obtain china national scholarship 3rd time 2023 06 we release our open source project awesome efficient aigc 2023 05 i am named one of the cvpr 2023 outstanding reviewers 2023 04 one first authored paper for data free quantization is accepted by ieee tpami 2023 04 one first authored paper for model binarization benchmark is accepted by icml 2023 2023 04 i obtain the daad ainet fellowship 2023 2023 02 one first authored paper for fsmn binarization is accepted by ieee tnnls 2022 12 i am selected for the rising stars in ai symposium 2023 organized by kaust ai initiative 2022 10 i obtain the bytedance phd fellowship 2022 2022 10 our bipointnet iclr 21 integrated into amazon s deep graph library dgl 2022 09 one first authored paper for model binarization is accepted by ijcv 2022 06 one co authored paper for vit quantization is accepted by acm mm 2022 2022 06 i obtain the beihang top 10 phd students award 2022 2022 05 our bibert iclr 22 integrated into baidu s deep learning platform paddlepaddle 2022 04 one first authored paper for fsmn binarization is accepted by ijcai 2022 2022 03 our survey paper for binary neural networks is selected to esi highly cited papers 2022 01 one first authored paper for bert binarization is accepted by iclr 2022 2021 09 our bipointnet iclr 21 obtain the most popular paper in beijing area 2021 09 i obtain china national scholarship 2021 2nd time 2021 03 one co first authored oral paper for data free quantization is accepted by cvpr 2021 2021 01 one first authored paper for pointnet binarization is accepted by iclr 2021 2020 09 i obtain china national scholarship 2020 2020 09 we release our open source project awesome model quantization 2020 02 one first authored paper for model binarization is accepted by cvpr 2020 2020 02 one first authored survey paper for binary neural networks is accepted by pr selected publications icml worldcache accelerating world models for free via heterogeneous token caching weilun feng guoxin fan haotong qin chuanguang yang mingqiang wu yuqi li xiangqi li zhulin an libo huang dingrui wang longlong liao michele magno yongjun xu in international conference on machine learning icml 2026 pdf code ijcai gradient enhancement task aware post training quantization yihua shao yan gu minxi yan siyu chen haiyang liu ziyang yan yongjia li yan wang qun song hao tang haotong qin jingcai guo nicu sebe in international joint conference on artificial intelligence ijcai 2026 cvpr q mambair accurate quantized mamba for efficient image restoration yujie chen haotong qin zhang zhang michele magno luca benini yawei li in computer vision and pattern recognition cvpr finding 2026 pdf iclr quantized visual geometry grounded transformer weilun feng haotong qin mingqiang wu chuanguang yang yuqi li xiangqi li zhulin an libo huang yulun zhang michele magno yongjun xu in international conference on learning representations iclr 2026 pdf iclr post training quantization for video matting tianrui zhu houyuan chen ruihao gong michele magno haotong qin kai zhang in international conference on learning representations iclr 2026 pdf code aaai first order error matters accurate compensation for quantized large language models xingyu zheng haotong qin yuye li haoran chu jiakai wang jinyang guo michele magno xianglong liu in aaai conference on artificial intelligence aaai 2026 pdf code aaai tr dq time rotation diffusion quantization yihua shao deyang lin minxi yan siyu chen fanhu zeng minwen liao ao ma ziyang yan haozhe wang yan wang zhi chen xiaofeng cao haotong qin hao tang jingcai guo in aaai conference on artificial intelligence aaai 2026 pdf neurips s 2 q vdit accurate quantized video diffusion transformer with salient data and sparse token distillation weilun feng haotong qin chuanguang yang xiangqi li han yang yuqi li zhulin an libo huang michele magno yongjun xu in conference on neural information processing systems neurips 2025 pdf code icml slim llm salience driven mixed precision quantization for large language models wei huang haotong qin yangdong liu yawei li qinshuo liu xianglong liu luca benini michele magno shiming zhang xiaojuan qi in international conference on machine learning icml 2025 pdf code iros fsdp fast and safe data driven overtaking trajectory planning for head to head autonomous racing competitions cheng hu jihao huang wule mao yonghao fu xuemin chi haotong qin nicolas baumann zhitao liu michele magno lei xie in ieee rsj international conference on intelligent robots and systems iros oral 2025 pdf code rss enhancing autonomous driving systems with on board deployed large language models nicolas baumann cheng hu paviththiren sivasothilingam haotong qin lei xie michele magno luca benini in robotics science and systems rss 2025 pdf code cvpr passionsr post training quantization with adaptive scale in one step diffusion based image super resolution libo zhu jianze li haotong qin yulun zhang yong guo xiaokang yang in computer vision and pattern recognition cvpr 2025 pdf code aaai mpq dm mixed precision quantization for extremely low bit diffusion models weilun feng haotong qin chuanguang yang zhulin an libo huang boyu diao fei wang renshuai tao yongjun xu michele magno in aaai conference on artificial intelligence aaai oral 2025 pdf code aaai oddn addressing unpaired data challenges in open world deepfake detection on online social networks renshuai tao manyi le chuangchuang tan huan liu haotong qin yao zhao in aaai conference on artificial intelligence aaai oral 2025 pdf code neurips binarized diffusion model for image super resolution zheng chen haotong qin yong guo xiongfei su xin yuan linghe kong yulun zhang in conference on neural information processing systems neurips 2024 pdf code neurips bidm pushing the limit of quantization for diffusion models xingyu zheng xianglong liu yichen bian xudong ma yulun zhang jiakai wang jinyang guo haotong qin in conference on neural information processing systems neurips 2024 pdf code icml accurate lora finetuning quantization of llms via information retention haotong qin xudong ma xingyu zheng xiaoyang li yang zhang shouda liu jie luo xianglong liu michele magno in international conference on machine learning icml oral 2024 pdf code icml billm pushing the limit of post training quantization for llms wei huang yangdong liu haotong qin ying li shiming zhang xianglong liu michele magno xiaojuan qi in international conference on machine learning icml 2024 pdf code ieee spectrum icml flexible residual binarization for image super resolution yulun zhang haotong qin zixiang zhao xianglong liu martin danelljan fisher yu in international conference on machine learning icml 2024 pdf neurips quantsr accurate low bit quantization for efficient image super resolution haotong qin yulun zhang yifu ding yifan liu xianglong liu martin danelljan fisher yu in conference on neural information processing systems neurips spotlight 2023 pdf code neurips bimatting efficient video matting via binarization haotong qin lei ke xudong ma martin danelljan yu wing tai chi keung tang xianglong liu fisher yu in conference on neural information processing systems neurips 2023 pdf code icml bibench benchmarking and analyzing network binarization haotong qin mingyuan zhang yifu ding aoyu li zhongang cai ziwei liu fisher yu xianglong liu in international conference on machine learning icml 2023 pdf code iclr bibert accurate fully binarized bert haotong qin yifu ding mingyuan zhang qinghua yan aishan liu qingqing dang ziwei liu xianglong liu in international conference on learning representations iclr 2022 pdf code ijcai bifsmn binary neural network for keyword spotting haotong qin xudong ma yifu ding xiaoyang li yang zhang yao tian zejun ma jie luo xianglong liu in international joint conference on artificial intelligence ijcai 2022 pdf code cvpr diversifying sample generation for accurate data free quantization xiangguo zhang haotong qin yifu ding ruihao gong qinghua yan renshuai tao yuhang li fengwei yu xianglong liu in computer vision and pattern recognition cvpr oral 2021 pdf code iclr bipointnet binary neural network for point clouds haotong qin zhongang cai mingyuan zhang yifu ding haiyu zhao shuai yi xianglong liu hao su in international conference on learning representations iclr 2021 pdf code cvpr forward and backward information retention for accurate binary neural networks haotong qin ruihao gong xianglong liu mingzhu shen ziran wei fengwei yu jingkuan song in computer vision and pattern recognition cvpr 2020 pdf code 2026 haotong qin last updated july 2026 built for github pages