Excited to see the first paper getting accepted at @DMLRJournal. In the last few months, we are fascinated by the quality of reviews and the engaging interactions between authors and reviewers! Thanks everyone! Please continue to send your best work about Data x ML😀
Excited to see the first paper getting accepted at @DMLRJournal. In the last few months, we are fascinated by the quality of reviews and the engaging interactions between authors and reviewers! Thanks everyone! Please continue to send your best work about Data x ML😀
📚🌟 Evaluate any story to your heart's content with our new personalized story evaluation model, PerSE! No more worries about diverse preferences - get your own story evaluation report now! 📝🎯 arxiv.org/abs/2310.03304
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What is missing in the text generation evaluation for BERTScore, BLERUT, COMET, SEScore & SEScore2? Explanation! Can we build a metric that not only produces a well-correlated quality score but also tell you the rationales, error type, and error location? Checkout InstructScore!
🚀 Excited to share our latest work in EMNLP main conference: "Learning from Mistakes via Interactive Study Assistant for Large Language Models". We introduce a study assistant (SALAM) to conduct thoughtful analysis on LLMs' mistakes and provide guidelines to avoid past mistakes
😭Tired of in-context demos & docs for LLM tool use?
💰Too GPU-poor to tune LLMs for unseen tools?
🤬Frustrated with frequent syntax errors in tool calls?
Check out our new preprint 𝐓𝐨𝐨𝐥𝐃𝐞𝐜 that addresses all these issues from the decoding side!
arxiv.org/abs/2310.07075
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Excited to share our recent work, AnyMAL -- a unified Multimodal LLM built on LLaMA-2 that can reason over various inputs, e.g. images, audio, motion sensors.
Check out our paper for more information on the model training, evaluation, safety and more!
➡️ arxiv.org/abs/2309.16058
A topic that comes up in every interview:
Bias, variance, and their relationship with machine learning algorithms.
Here is a simple summary that you will easily remember.
↓
Our #ACL2022 paper "Vision-and-Language Navigation: A Survey of Tasks, Methods, and Future Directions" is out (arxiv.org/abs/2203.12667)!!!
It serves as a thorough reference for the VLN research community (for both starters and experts).
github.com/eric-ai-lab/aw…
How to present a line plot?
Line plots are effective for describing the relationship between two variables of interests.
Unfortunately, most junior students would simply copy&paste the figure from the paper in their talk and cause much confusion. 😕
Let's break it down ... 🧵
Our team at Google Brain is looking for outstanding PhD students (expected graduation after 2023) who are interested in student researcher internships this year 2022. careers.google.com/jobs/results/9…
The Embodied AI Lecture Series at AI2 is back! Subscribe to the mailing list for info about how to join these free lectures live, or stay tuned and we'll post the recorded sessions after the fact.
Subscribe:
allenai.us1.list-manage.com/subscribe?u=61…
More info: prior.allenai.org/lectures
I've been writing research articles for over 10 years now and one of the hardest parts is writing consistently and efficiently without procrastinating. I'm going to share some of my tips here 🧵 1/10
AI2's computer vision team PRIOR announced an exciting new release of their #EmbodiedAI platform AI2-THOR – in partnership with @unity, you can now train headlessly on multiple GPUs. 📈
Learn more:
medium.com/ai2-blog/ai2-t…
I'm hiring an intern at Google AI team 2022! Email me ([email protected]) if you are 1) Graduating in 2023 or 2024; 2) Interested in multi-modal representation learning, language grounding; and 3) have strong publication record. #NLProc#intern#computervision#google#hiring
Where do the rewards for robotic reinforcement learning come from? In this blog post we explore how using crowdsourced language annotations and videos of humans, we can learn reward functions and enable them to generalize more broadly.
ai.stanford.edu/blog/reward-is…
Transformers are arguably the most impactful deep learning architecture from the last 5 yrs.
In the next few threads, we’ll cover multi-head attention, GPT and BERT, Vision Transformer, and write these out in code. This thread → understanding multi-head attention.
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2K Followers 2K FollowingDirector @ Salesforce Research. Research Interest: Large Language Model, Action Agent, Reinforcement Learning, Time Series Analytics, Learning Theory.
119 Followers 570 FollowingCS PhD @OSUNLP with @ysu_nlp. Prev @AIatMeta @MSFTResearch @GoogleDeepMind. my former account @DrogoKhal4 was wrongly suspended...
1K Followers 536 FollowingSenior Research Scientist @SFResearch. Lead #xLAM and #LLMAgents. @AIatMeta @AdobeResearch, @SFResearch and @AlibabaGroup research intern.
239 Followers 452 FollowingPhD candidate @CMU_ECE, @ICL_at_CMU, @CMU_Robotics | alum @mldcmu @cmu_SCS @sjtu1896 | Safety and robustness in ML, control, robotics. Opinions are my own
1K Followers 397 FollowingFaculty @TUDelft, Prev. @ETH_en @Stanford @EPFL_en
Research in ML robustness, reliability and reasoning
Exec. @DMLRJournal, Some chair @iclr_conf & @NeurIPSConf
1K Followers 2K FollowingI share takes on GenAI research and building a startup. CTO/Co-Founder @MireloAI: building foundation models for music/sound. Ex @GoogleDeepMind, @AWSAI.
419 Followers 242 FollowingRL with uncertainty foundation; Assistant Professor in JHU ECE&DSAI @JohnsHopkins; Postdoc in @Caltech; Ph.D. in CMU (@CMU_ECE); BEng in Tsinghua @Tsinghua_Uni
1K Followers 769 FollowingResearch Scientist at @AIatMeta GenAI, Postdoc at @MIT_CSAIL and PhD from @CarnegieMellon | Prev. @Apple AI/ML @MITIBMLab | Working on LLM post-training
2K Followers 2K FollowingDirector @ Salesforce Research. Research Interest: Large Language Model, Action Agent, Reinforcement Learning, Time Series Analytics, Learning Theory.
519 Followers 836 FollowingLeading innovation in agentic, efficient, and on-device AI.
ML Theory PhD @thisisUIC, Math BS @MIT
Let's build the future! 🙌🏽 🚀
1K Followers 536 FollowingSenior Research Scientist @SFResearch. Lead #xLAM and #LLMAgents. @AIatMeta @AdobeResearch, @SFResearch and @AlibabaGroup research intern.
3K Followers 262 FollowingAssistant Professor in CS @UWaterloo @VectorInst.
Lead the SafeAI Lab.
CMU ML PhD @SCSatCMU.
@PKU1898 Alumni.
Proud developer of EAGLE & TRADES.
1K Followers 397 FollowingFaculty @TUDelft, Prev. @ETH_en @Stanford @EPFL_en
Research in ML robustness, reliability and reasoning
Exec. @DMLRJournal, Some chair @iclr_conf & @NeurIPSConf
991 Followers 11 FollowingA member of the @JmlrOrg family, the top archival venue for articles focused on the data aspect of machine learning research
Follow @DMLRWorkshop for workshops
419 Followers 242 FollowingRL with uncertainty foundation; Assistant Professor in JHU ECE&DSAI @JohnsHopkins; Postdoc in @Caltech; Ph.D. in CMU (@CMU_ECE); BEng in Tsinghua @Tsinghua_Uni
239 Followers 452 FollowingPhD candidate @CMU_ECE, @ICL_at_CMU, @CMU_Robotics | alum @mldcmu @cmu_SCS @sjtu1896 | Safety and robustness in ML, control, robotics. Opinions are my own
1K Followers 769 FollowingResearch Scientist at @AIatMeta GenAI, Postdoc at @MIT_CSAIL and PhD from @CarnegieMellon | Prev. @Apple AI/ML @MITIBMLab | Working on LLM post-training
1K Followers 2K FollowingI share takes on GenAI research and building a startup. CTO/Co-Founder @MireloAI: building foundation models for music/sound. Ex @GoogleDeepMind, @AWSAI.
3K Followers 920 FollowingPrincipal research scientist@IBM Research & Chief Scientist@RPI-IBM AI Research Collaboration & PI@MIT-IBM AI Lab. IJCAI Computers & Thought Award Winner.
5K Followers 1K FollowingGenAI for *human* creativity in music + more. Assistant prof at CMU CSD, 🎼 G-CLef lab. Part time Google DeepMind, Magenta (views my own)
8K Followers 545 FollowingAssistant Professor of Computer Science @Columbia @ColumbiaCompSci, Postdoc from @Stanford @StanfordSVL, PhD from @MIT_CSAIL. #Robotics #Vision #Learning
5K Followers 2K FollowingAssistant Prof @CIS_Penn and ML Researcher at @Apple (MLR) | exFAIRer | PhD @HKUniversity | Research on Generative AI for multimodal. また日本語もできます。
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