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@ChinmayKak chinmaykarkar.com/blog/OPD_blog/ Definitely worth reading.
New blog! Covers a lot of papers and methods about recent advances in On policy distillation and On policy self distillation, their wins, their failure modes, and my opinion about the same! Link below, please do check it out, and RT/QT if you like it:)
Download Vibing: vibingjustspeakit.github.io/Vibing/
Microsoft just released a free WisprFlow alternative powered by VibeVoice ASR. Tested it out and it works very well. Transcription is accurate and pretty fast as well. And it lets you enter custom hotwords for spelling. Overall very cool release & application of an OSS model!
Microsoft's OEL framework enables LLMs to learn continuously from deployment experience without accessing user environments, improving accuracy and efficiency through iterative online learning. Paper: huggingface.co/papers/2603.16… Code: github.com/microsoft/LMOp…
Online Experiential Learning for Language Models A framework that allows language models to continuously improve from real-world deployment experience by extracting knowledge from user interactions and consolidating it via on-policy context distillation.
(1/n) Introduce Online Experiential Learning toward the era of experience. Beyond offline pre-constructed training data, models can learn online from their own deployment experience across infinite, unsimulable real-world environments. Accumulate, consolidate, self-improve 🔄
Online learning with test-time experience #OEL
(1/n) Introduce Online Experiential Learning toward the era of experience. Beyond offline pre-constructed training data, models can learn online from their own deployment experience across infinite, unsimulable real-world environments. Accumulate, consolidate, self-improve 🔄
@ChangJonathanC OPCD (arxiv.org/pdf/2602.12275) uses full (or top-k) logits.
VibeVoice-ASR is now officially in HF Transformers and Microsoft Foundry.
💥 New example out! Deploy @Microsoft VibeVoice-ASR on Microsoft Foundry with @huggingface for multi-lingual STT! Structured output with Who (Speaker), When (Timestamps), and What (Content), up to 60 minutes in a single pass. Step-by-step in the thread 🧵
Microsoft just released VibeVoice-ASR on Hugging Face Transcribes 60-minute audio in one pass. Speaker diarization + timestamps + hotwords. 50+ languages, no language setting required.
We replicated Microsoft Research's Generative Adversarial Distillation (GAD) to distill Qwen3-4B from GPT-5.2. Standard black-box distillation teaches a student to copy teacher outputs, but at inference the student generates from its own prefixes, small errors compound and it drifts off the expert distribution. GAD reframes this as an on-policy distillation problem, training a co-evolving discriminator that provides adaptive reward signals on the student's own generations. Exploring methods like this are how our post-training team surfaces new training patterns. Read here: baseten.co/resources/rese…
@ChangJonathanC Yes, it greatly simplifies RL implementation, especially for multi-turn rollouts. The partial rollout also doesn't rely on the environment during RL, which is important for experiential learning, as we don't have user env.
On-policy distillation + Context distillation.
On-Policy Context Distillation for Experiential Learning: learning from experience (consolidated from trajectories) at test time.
(1/n) Introduce On-Policy Context Distillation (OPCD), a framework to internalize transient in-context knowledge into model parameters via on-policy learning. This also launches our series, Experiential Learning -- Part I: On-Policy Context Distillation for Experiential Learning
Well, works really great compared to Diff Attn v1! 0.01 loss gap with a faster model
Introduce Differential Transformer V2 (DIFF V2), an improved version of Differential Transformer. This revision focuses on inference efficiency, training stability, and architectural elegance. We verify the design on production-scale LLMs.
Coding agents deliver significant gains even on non-code/general tasks. LLM-in-Sandbox should become the default deployment paradigm, replacing pure LLMs.
New preprint: "LLM-in-Sandbox Elicits General Agentic Intelligence" TL;DR: Giving LLMs access to a code sandbox unlocks emergent capabilities for non-code tasks. 📄 arxiv.org/abs/2601.16206 🤗 huggingface.co/papers/2601.16… 🌐 llm-in-sandbox.github.io 💻 github.com/llm-in-sandbox…
Microsoft just released VibeVoice-ASR on Hugging Face A unified speech-to-text model that transcribes hour-long audio in one pass With built-in speaker diarization, timestamps, and customizable user context
Introduce Differential Transformer V2 (DIFF V2), an improved version of Differential Transformer. This revision focuses on inference efficiency, training stability, and architectural elegance. We verify the design on production-scale LLMs.
🚨We introduce Multiplex Thinking: Humans think in high-bandwidth “soft” internal representations, while LLMs must commit token-by-token. Prior work adds continuous thought tokens to widen the channel, but often sacrifices the stochasticity that RL-style training needs. Multiplex Thinking keeps both: - hard-sample multiple tokens per step (stochastic, RL-friendly) - soft-merge them into a continuous state (higher bandwidth) Bonus: sampling run in parallel ⇒ near-zero overhead + shorter reasoning. We’re releasing everything: paper+model+code. This project is led by my talented first-year PhD student @tyao923 at Penn (@CIS_Penn @PennEngineers) with collaborators at MSR (@donglixp @yaruhao @qx_dong @furu_wei) Paper: arxiv.org/abs/2601.08808 Blog: gmlr-penn.github.io/Multiplex-Thin… Code: github.com/GMLR-Penn/Mult… Model: huggingface.co/Multiplex-Thin…
𝗧𝗵𝗶𝗻𝗸 𝘄𝗶𝗱𝗲𝗿. 𝗧𝗵𝗶𝗻𝗸 𝘀𝗵𝗼𝗿𝘁𝗲𝗿. 🚀 𝗜𝗻𝘁𝗿𝗼𝗱𝘂𝗰𝗶𝗻𝗴 𝗠𝘂𝗹𝘁𝗶𝗽𝗹𝗲𝘅 𝗧𝗵𝗶𝗻𝗸𝗶𝗻𝗴: token-wise branch-and-merge reasoning for LLMs. 💸 Discrete CoT is costly. 🎛️ Existing continuous tokens often clash with 𝗼𝗻-𝗽𝗼𝗹𝗶𝗰𝘆 𝗥𝗟
𝗧𝗵𝗶𝗻𝗸 𝘄𝗶𝗱𝗲𝗿. 𝗧𝗵𝗶𝗻𝗸 𝘀𝗵𝗼𝗿𝘁𝗲𝗿. 🚀 𝗜𝗻𝘁𝗿𝗼𝗱𝘂𝗰𝗶𝗻𝗴 𝗠𝘂𝗹𝘁𝗶𝗽𝗹𝗲𝘅 𝗧𝗵𝗶𝗻𝗸𝗶𝗻𝗴: token-wise branch-and-merge reasoning for LLMs. 💸 Discrete CoT is costly. 🎛️ Existing continuous tokens often clash with 𝗼𝗻-𝗽𝗼𝗹𝗶𝗰𝘆 𝗥𝗟 𝗲𝘅𝗽𝗹𝗼𝗿𝗮𝘁𝗶𝗼𝗻. 🎥 𝗠𝘂𝗹𝘁𝗶𝗽𝗹𝗲𝘅 𝗧𝗵𝗶𝗻𝗸𝗶𝗻𝗴, a sampling-based continuous reasoning paradigm:
AK @_akhaliq
508K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo ,submit papers here: https://t.co/UzmYN5XOCi
Jim Fan @DrJimFan
472K Followers 3K Following NVIDIA Director of Robotics & Distinguished Scientist. Co-Lead of GEAR lab. Solving Physical AGI, one motor at a time. Stanford Ph.D. OpenAI's 1st intern.
Wenhu Chen @WenhuChen
26K Followers 792 Following MSL@Meta. I led PoT, MMMU, MMLU-Pro, MAmmoTH, General-Reasoner, VL-Rethinker, Pixel-Reasoner. I contributed to Gemini-2.5. Prev @GoogleDeepMind.
Akari Asai @AkariAsai
23K Followers 937 Following Incoming Assistant Professor @SCSatCMU (Hiring Ph.D. students for Fall 2026) & research scientist @allen_ai OLMo. akariasai @ 🦋
Bill Yuchen Lin @billyuchenlin
27K Followers 3K Following RL for coding @xAI @SpaceX Affiliate Assistant Prof @UW. Ex: @allen_ai; Google, Meta FAIR.
Yao Fu @Francis_YAO_
23K Followers 2K Following Scaling @xAI. Previously Gemini 3 perception and project Astra @GoogleDeepMind
Yu Su @ysu_nlp
15K Followers 1K Following co-founder @NeoCognition | prof. @osunlp | sloan fellow | building towards abundance of specialized intelligence
Xin Eric Wang @xwang_lk
22K Followers 1K Following Professor @ucsantabarbara. Head of Research @SimularAI. Director @ucsbcrml @UCSB_AI. Build the Science of Multimodal AI Agents. AI for Humanity in the long run.
Sam Bowman @sleepinyourhat
66K Followers 3K Following AI alignment + LLMs at Anthropic. On leave from NYU. Views not employers'. No relation to @s8mb. Into @givingwhatwecan.
Lucas Beyer (bl16) @giffmana
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Ofir Press @OfirPress
18K Followers 9K Following I push the AI frontier by building tough benchmarks with amazing people. SWE-bench, SWE-agent, SciCode, AlgoTune. Postdoc @Princeton. PhD @nlpnoah @UW.
Luca Soldaini 🎀 @soldni
13K Followers 1K Following data mines are my passion ⛏️ mts @MicrosoftAI / ex Olmo co-lead @allen_ai / pfp @YanhongLi2062 / thoughts are mine, leave my employer alone / 🌈
Pasquale Minervini @PMinervini
10K Followers 5K Following Research in ML/NLP at @EdinburghNLP (tenured faculty at @EdinburghUni), Co-Founder @Miniml_AI, @ELLISforEurope Scholar, https://t.co/5dUI3EFMmW
Sewon Min @sewon__min
16K Followers 896 Following Assistant professor @Berkeley_EECS @berkeley_ai || Research scientist at @allen_ai || PhD from @uwcse @uwnlp
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11K Followers 1K Following Waiting on a robot body. All opinions are universal and held by both employers and family. Now a dedicated grok hate account. My X DMs are broken. Just email.
Tim Dettmers @Tim_Dettmers
46K Followers 904 Following Creator of bitsandbytes. Professor @CarnegieMellon and Research Scientist @allen_ai . I blog about deep learning and PhD life at https://t.co/Y78KDJJFE7.
Xi Ye @xiye_nlp
3K Followers 427 Following I study NLP. Postdoc fellow @PrincetonPLI. CS PhD @UTAustin.
Victor Zhong @hllo_wrld
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Eric00 @Song692082
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Taddeus Buica @Taddeus_B90
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睁眼看世界 @168Derrick
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Chengguang Gan @ChengguangGan
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BwZhang @BwZ1026816510
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o1. @wangzhenyun17
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Sirou Zhu @srzhu97
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以我为主造具身 @cl46895864
131 Followers 340 Following 哇哥哥们，我发现个有趣的项目https://t.co/BpmHJe2TGA（我终于发现值得我为之奋斗终身的事业了💪
hz @hzgeorge13
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Tikko @Tikko0308
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أحمد الصابر... @MarshallPalafox
54 Followers 234 Following Digital marketing architect designing campaigns with a foundation of strategy, creativity, and audience connection. Building brands that resonate. #DigitalArch
Bavesh Balaji @BaveshBalaji
16 Followers 93 Following UWaterloo grad student. I work on 2D and 3D pose estimation, and self-supervised learning for vision. highly interested in representation learning.
Kenny @glowing_pyramid
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External Awareness @external7101
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hhgggf @lionbjauto
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James Thornton @JamesTThorn
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Ze-Wei (Johnny) Liou @zwljohnny
142 Followers 62 Following First year PhD @Princeton working on ML Systems
habaohabahabo @71639820lz
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🇱🇪🇻... @Chirsstevezpcp
0 Followers 52 Following We think a flower on a cliff is beautiful because we stop our feet at the cliff's edge, unable to step out into the sky like that fearless flower.
Sungju Kim @sungju_nlp
4 Followers 146 Following AI Research Engineer, Tech lead @ NAVER Cloud in South Korea. Passionate about SWE Agent RL. Love building things from scratch.
Tang Qiong @qiong_tang0728
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Sachin @dsachin
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Jialong @usas860787
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hangyu guo @GuoHangyu45205
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Shawon Ashraf @rashomongh
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Lam Vo @yohaoasa
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Haoran Xu @ryanxhr
394 Followers 345 Following PhD student @UTAustin | @AmazonScience AI PhD Fellow | Towards super-human AGI using RL🚀
Shuhei Imai (Nuts) @Nuts99618279
587 Followers 621 Following Head of Research @ParakeetIncCom / 東北大院 (休学中) / Speech Synthesis
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junis @junis12
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نور @naor561
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EDTECH@UTRGV @ImFutureReady
6K Followers 7K Following EDTECH@UTRGV offers undergraduate, master's and doctoral programs and certificates in Educational Technology. 100% ONLINE. #edtech #ILoveEdTech #ImFutureReady
Noah Ziems @NoahZiems
4K Followers 2K Following Applied Research @PrimeIntellect. Prev @MIT_CSAIL under @lateinteraction, PhD @NotreDame Pedagogical RL, DSPy
lzx @LzxLzx138631
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AK @_akhaliq
508K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo ,submit papers here: https://t.co/UzmYN5XOCi
Jim Fan @DrJimFan
472K Followers 3K Following NVIDIA Director of Robotics & Distinguished Scientist. Co-Lead of GEAR lab. Solving Physical AGI, one motor at a time. Stanford Ph.D. OpenAI's 1st intern.
Aran Komatsuzaki @arankomatsuzaki
181K Followers 365 Following Sharing AI research. Early work on AI (GPT-J, scaling, MoE). Ex ML PhD (GT) & Google.
(((ل()(ل() 'yoav)))... @yoavgo
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Jason Wei @_jasonwei
109K Followers 708 Following ai researcher @meta superintelligence labs, past: openai, google 🧠
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Yi Tay @YiTayML
57K Followers 87 Following research scientist @googledeepmind ✨♊, model co-lead/captain of gemini deepthink imo gold medal 🥇, opinions are my own.
AI at Meta @AIatMeta
811K Followers 324 Following Together with the AI community, we are pushing the boundaries of what’s possible through open science to create a more connected world.
Wenhu Chen @WenhuChen
26K Followers 792 Following MSL@Meta. I led PoT, MMMU, MMLU-Pro, MAmmoTH, General-Reasoner, VL-Rethinker, Pixel-Reasoner. I contributed to Gemini-2.5. Prev @GoogleDeepMind.
Akari Asai @AkariAsai
23K Followers 937 Following Incoming Assistant Professor @SCSatCMU (Hiring Ph.D. students for Fall 2026) & research scientist @allen_ai OLMo. akariasai @ 🦋
William Wang @WilliamWangNLP
21K Followers 770 Following CEO & Founder, @AlphaDesignAI. We make https://t.co/1LfDYicsF2 I'm also Mellichamp Chair Prof. at UCSB CS. PhD @ CMU SCS.
Bill Yuchen Lin @billyuchenlin
27K Followers 3K Following RL for coding @xAI @SpaceX Affiliate Assistant Prof @UW. Ex: @allen_ai; Google, Meta FAIR.
Graham Neubig @gneubig
44K Followers 779 Following Associate professor @LTIatCMU. Co-founder/chief scientist @OpenHandsDev. I mostly work on modeling language.
Yao Fu @Francis_YAO_
23K Followers 2K Following Scaling @xAI. Previously Gemini 3 perception and project Astra @GoogleDeepMind
Kyunghyun Cho @kchonyc
86K Followers 2K Following a mediocre combination of a mediocre scientist and a mediocre advisor at @nyuniversity (@CILVRatNYU)
Jacob Andreas @jacobandreas
24K Followers 947 Following Teaching computers to read. Assoc. prof @MITEECS / @MIT_CSAIL / @NLP_MIT (he/him). https://t.co/5kCnXHjtlY https://t.co/2A3qF5vdJw
Yu Su @ysu_nlp
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Yoav Artzi @yoavartzi
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Richard Zhuang @RichardZ412
993 Followers 805 Following CS @Stanford ｜Prev. @UCBerkeley @bespokelabsai | LLM Post-Training, Agents, Collective Intelligence
xuanming zhang @xuanmingzhangai
580 Followers 10 Following @Alibaba_Qwen Prev.@Stanford @PKU1898 @UWMadison Interested in AI Theory, Quantitative Theory. Pursuing higher life goal…
Eric Elmoznino @EricElmoznino
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Yinhan Peter Lu @peteryhlu
34 Followers 33 Following undergrad @McGillU → incoming research MSc @Mila_Quebec & @UMontreal
Matthieu wyart @MatthieuWyart
965 Followers 109 Following Theoretical physics × machine learning Scaling laws | statistical mechanics | learning theory Prof @ Johns Hopkins & EPFL Trying to understand why LLMs work
huihui.ai @support_huihui
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Tianyi Cui @tianyi
14K Followers 446 Following Member of Technical Staff @ DeepSeek, Harness Team I'd love to connect with members of international frontier LLM labs! DM is open. Opinions are my own.
John Jumper @JohnJumperSci
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Sylvie Shi @sylvieshi00
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298 Followers 416 Following PhD @Cambridge_Uni | Prev: @GoogleDeepMind and @Apple | Geometry, Optimization, Deep Learning
Zeyu Zheng @regunivers
140 Followers 80 Following PhD Candidate @CarnegieMellon | Seed-Prover | Combinatorial Mathematician, AI Researcher. develop new paradigms for mathematical discovery
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2K Followers 493 Following Gemini Post-Training. Lifting (model) weights @GoogleDeepMind. CS PhD at @IllinoisCDS.
Alex Hägele @haeggee
1K Followers 705 Following PhD Student in ML @ICepfl MLO. MSc/BSc from @ETH_en. Previously: Fellow @AnthropicAI, Student Researcher @Apple MLR.
Ze-Wei (Johnny) Liou @zwljohnny
142 Followers 62 Following First year PhD @Princeton working on ML Systems
Silvia Sapora @silviasapora
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Recursive @Recursive_SI
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Weijie Wang @wjwang2003
494 Followers 134 Following PhD student at ZIP Lab, Zhejiang University Research Intern @ ByteDance Seed | Microsoft Research
Haoran Xu @ryanxhr
394 Followers 345 Following PhD student @UTAustin | @AmazonScience AI PhD Fellow | Towards super-human AGI using RL🚀
Micah Goldblum @micahgoldblum
9K Followers 760 Following 🤖Prof at Columbia University 🏙️. All things machine learning.🤖
Sanyam Bhutani @bhutanisanyam1
42K Followers 1K Following 👨💻 Working on llama models @AIatMeta | Previously: @h2oai, @weights_biases 🎙 Podcast @ctdsshow 👨🎓 Fellow @fastdotai 🎲 Grandmaster @Kaggle
Chris Lovejoy, MD @ChrisLovejoy_
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Apodex @Apodex_AI
865 Followers 195 Following The World's First Self-Evolving Heavy-Duty Solver Try: https://t.co/AxyXwFyUUD • https://t.co/vKq0rcX7R3 • https://t.co/fSgXwKhshx
Lillian Ma @lillian_ma_
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Thomas Jiang @thomasjiangcy
1K Followers 759 Following building open source background agents @mistledev
Chuhan Zhang @ChuhanZhang5
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Xiaoliang Dai @xiaoliang_dai
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Yifei Zuo @YifeiZuoX
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Binfeng Xu @billxbf
1K Followers 223 Following AI @nvidia | agentic RL for computer use. Retiring myself with continual learning. Opinions are mine.
Bowen Wang @BowenWangNLP
902 Followers 451 Following 2nd year Ph.D. student @HKUniversity, Prev. @Tsinghua_Uni. Cooking digital agents at @Alibaba_Qwen, Prev @Kimi_moonshot
Ryan Bahlous-Boldi @RyanBoldi
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AI Box @RUC_AIBox
45 Followers 34 Following The official Xaccount of Al Box group, Gaoling School of Artificial Intelligence, @RenminUniv
Zhifei Li @andylizf
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Jiaxin Wen @jiaxinwen22
6K Followers 198 Following research @berkeley_ai @anthropicai. prev @tsinghua_univ.You might like
