Publications

Under Review

  1. Preprint2026Under review
    DStill: Trajectory Consistency Distillation for Accelerated One-Step Drafting in Block Diffusion Speculative Decoding
    Shreyas Kulkarni, Uttam Gurram, Madhav Kanda, Krishna Teja Chitty Venkata, Shichu Chen, Kartik Balasubramaniam, Supriyo Chakraborty, Sambit Sahu.
    Paper ↗

Published Papers & Preprints

  1. EMNLP2026Industry Track
    WorkflowPerturb: Calibrated Stress Tests for Evaluating Multi-Agent Workflow Metrics
    Madhav Kanda, Sharad Agarwal, Rodrigo Fonseca, Alok Gautam Kumbhare, Pedro Las-Casas.
    Paper ↗ Dataset ↗
  2. ICLR2026Oral
    RefineStat: Efficient Exploration for Probabilistic Program Synthesis
    Madhav Kanda, Shubham Ugare, Sasa Misailovic.
    Paper ↗
  3. ICLR2026
    Constructive Distortion: Improving MLLMs with Attention-Guided Image Warping
    Dwip Dalal, Gautam Vashishtha, Utkarsh Mishra, Jeonghwan Kim, Madhav Kanda, Hyeonjeong Ha, Svetlana Lazebnik, Heng Ji, Unnat Jain.
    Project ↗
  4. EACL2026Findings
    Compositional Reasoning via Joint Image and Language Decomposition
    Dwip Dalal*, Madhav Kanda*, Zhenhailong Wang, Heng Ji, Unnat Jain.
    Project ↗
  5. POPL2026LAFI Workshop
    Grammar-Constrained LLM Generation for Reliable and Efficient Probabilistic Program Synthesis
    Madhav Kanda, Shubham Ugare, Sasa Misailovic.
    Paper ↗
  6. arXiv2024Preprint
    SpiroActive: Active Learning for Efficient Data Acquisition for Spirometry
    Ankita Kumari Jain, Nitish Sharma, Madhav Kanda, Nipun Batra.
    Paper ↗
  7. NeurIPS2023RealML Workshop
    Towards Scalable Identification of Brick Kilns from Satellite Imagery with Active Learning
    Aditi Agarwal*, Suraj Jaiswal*, Madhav Kanda*, Dhruv Patel, Rishabh Mondal, Vannsh Jani, Zeel B Patel, Nipun Batra, Sarath Guttikunda.
    Paper ↗

* Equal contribution