Debargha Ganguly

investigating intelligence; phd student @cwru; prev @amazonscience @MSFTresearch; @ashokauniv

[Debargha Ganguly @Debargha_]

🎉 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! 🇸🇬

[Debargha Ganguly @Debargha_]

Tired of OOD methods needing labels or pre-exposure to outliers?

FORTE, breaks free from these limitations! No class labels, no exposure to OOD data during training, and no restrictions on gen model's architecture. 📈 It’s time to rethink OOD detection : https://t.co/abHRxTiqS9

[Debargha Ganguly @Debargha_]

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

[Vikash Singh @vikash_joh60795]

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: https://t.co/QYcub3e8Fr

[Zhipeng Wang 🇺🇦 @PKUWZP]

@_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.

[Debargha Ganguly @Debargha_]

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

[Debargha Ganguly @Debargha_]

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

[Debargha Ganguly @Debargha_]

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

[Debargha Ganguly @Debargha_]

@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??!!

[Debargha Ganguly @Debargha_]

@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.

[Debargha Ganguly @Debargha_]

@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.

[Debargha Ganguly @Debargha_]

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

[Debargha Ganguly @Debargha_]

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

[Debargha Ganguly @Debargha_]

@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

[Debargha Ganguly @Debargha_]

@passportsevamea @IndianEmbassyUS

[Ponnurangam Kumaraguru “PK” @ponguru]

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.

[Debargha Ganguly @Debargha_]

@aurielws Hi Auriel! Would love to chat. I will also be at NeurIPS. https://t.co/MAa01AXpOy ; https://t.co/aCue0wzlcR

[Debargha Ganguly @Debargha_]

@norpadon Slide 13. https://t.co/j2tnzVdrRZ

[Ahmad Beirami @abeirami]

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.

[Debargha Ganguly @Debargha_]

@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.

https://t.co/synIDcrZGP; https://t.co/akC9soyQ2Y;

[Debargha Ganguly @Debargha_]

@ssahoo_ @diffusion_llms @jdeschena @zhihanyang_ Done!