Debargha Ganguly

🎉 FORTE accepted at #ICLR2025! Our framework for OOD detection works without class labels or OOD examples during training. Works with any model architecture. Ready for production deployment - get in touch if you want to try it in your MLOps pipeline! See you in Singapore! 🇸🇬

@overleaf I am facing occasional rendering errors; citations showing up as (?) --- please check

Can we mathematically prove a Vision Language Model's clinical diagnosis? In our latest paper, we use formal verification to ensure medical AI doesn't just guess. Thrilled to share this work with @Debargha_ and the rest of the team! Paper: arxiv.org/abs/2602.24111

@_vztu @iclr_conf I mean, we literally received zero responses from reviewers anyway regardless of our high-quality rebuttals. It took us the whole week and burned all the night oilers to get the rebuttals ready, I feel the whole process is kind of broken.

@vfsglobalcare @vfsglobalcare another day gone by. No response from your team. Will I get my passport back this week in time to travel?

@Debargha_ Dear Debargha, we want to assure you that we are actively following up with the team handling this issue. We understand the importance of resolving this matter promptly and will update you as soon as we receive a response.

Tatkal passport renewal filed 4 Nov at Columbus VFS, NY consulate reportedly overwhelmed & may take till month end for processing. Already over 2 weeks, no update. Need passport back urgently, kindly help expedite. App: 25-2055285867 @IndiainNewYork @DrSJaishankar @vfsglobalcare

@vfsglobalcare @vfsglobalcare @VFSGlobal Please update on where my passport is. I need my passport by the end of the week. @passportsevamea @DrSJaishankar @IndiainNewYork

@vfsglobalcare Thanks. I sent the FedEx shipping label on Nov 20. Repeated calls. >$60 charged by just your customer service. @vfsglobalcare. Spoke today morning as well to escalate. Today afternoon USPS tracking link says Shipment Received, Package Acceptance Pending. What are you doing??!!

@vfsglobalcare Dear @vfsglobalcare - @IndiainNewYork says passport was printed on Nov 11, again on Nov 20. I requested expedited shipping, even gave a FedEx overnight label, but your team still generated a USPS tracking number. What is happening. Just all round confusion from your end too.

Dear Debargha, we understand your concern. Please note that the processing time for your application is determined exclusively by the Consulates/Embassies, and VFS Global has no influence over this period. VFS Global is responsible only for front-end administrative tasks in the application process. These include collecting application forms and supporting documentation in accordance with the checklist provided by the government, enrolling biometrics where applicable, and ensuring the secure return of passports once the Embassy or Consulate has completed its decision-making process.

@IndiainNewYork @vfsglobalcare @passportsevamea @DrSJaishankar @VFSGlobal @IndiaInNewYork @passportsevamea @DrSJaishankar @vfsglobalcare @VFSGlobal I am following up with my request for passport renewal. Tracking number 25-2055285867 is still under process at the Embassy or Consulate. Need back this week to travel. Submitted Nov 4 Tatkaal Application.

@IndiainNewYork @vfsglobalcare @passportsevamea @DrSJaishankar @VFSGlobal Thank you!!! 🙏 Greatly appreciate your prompt reply!! @IndiainNewYork

@vfsglobalcare @passportsevamea @IndiainNewYork @IndiainNewYork @DrSJaishankar @vfsglobalcare @VFSGlobal

@vfsglobalcare @vfsglobalcare Thanks. I’ve been following up & called multiple times. Submitted 4 Nov, reached embassy 10 Nov. Told may take 20 calendar days. Unacceptably long for Tatkal; police verification done. Please expedite, I need my passport to travel. @passportsevamea @IndiainNewYork

@passportsevamea @IndianEmbassyUS

Our paper “LABELING COPILOT: A Deep Research Agent for Automated Data Curation in Computer Vision” has been accepted at IEEE BigData 2025! 🎉 📄 Paper link in thread.

@aurielws Hi Auriel! Would love to chat. I will also be at NeurIPS. linkedin.com/in/debargha-ga… ; scholar.google.com/citations?user…

if you are: - doing a PhD in ML / CV / RL - comfy with Python + training and - published @ NeurIPS / ICLR / ICML - curious about agents + self-improvement - maybe even JAX-fluent (bonus!) - AND you like boba 🧋 then: Come work with us!!! Drop your info below and also come say hi to some of us at @NeurIPSConf

@norpadon Slide 13. homes.cs.washington.edu/~pedrod/tls.pdf

This fucking guy just reinvented the einops syntax, didn’t even properly specify the semantics, didn’t cite einops, and claims to have invented a “path to AGI” I guess you can be be a crackpot if you have a tenure

This is one of the most exciting agentic AI results I have seen! An AI agent (through several rounds of reasoning and experimentation) discovers distributed systems algorithms (e.g., GPU load balancing) that perform on par with those designed by world-renowned human experts in the field.

@prajdabre Forte provides the first generalizable, data-centric, SSL embedding based out-of-distribution, and anomaly detection algorithm out there. Works on images, logs, and natural language. openreview.net/pdf?id=7XNgVPx…; github.com/DebarghaG/fort…;

I know how hard it is to get visibility on your research papers and projects. If you have a research paper or project you wish to advertise then reply below with a link and a brief description. I'll share it and hopefully you get some attention.

@ssahoo_ @diffusion_llms @jdeschena @zhihanyang_ Done!

@Debargha_ @diffusion_llms @jdeschena @zhihanyang_ We are in the process of figuring it out. Meanwhile, subscribe to the mailing list and we’ll keep you posted:)

Overwhelmed by the number of Diffusion LLM papers? 🌊 Same here 😭 So I’m starting a Discrete Diffusion Reading Group (@diffusion_llms) with my favorite disciples @jdeschena and @zhihanyang_ ✨ We’ll cover everything—from theory to empirics, from language to molecules. Join us 👉 Google Group:  groups.google.com/g/diffusion-ll… webpage: d-llms.io Follow us @diffusion_llms