Abhijit Chunduruhttps://abhijit4-debug.github.io/Abhijit ChunduruHugo Blox Builder (https://hugoblox.com)en-usMon, 27 Apr 2026 00:00:00 +0000https://abhijit4-debug.github.io/media/icon_hua5d2116872382d6405c4fb215e02fa8e_2300_512x512_fill_lanczos_center_3.pngAbhijit Chunduruhttps://abhijit4-debug.github.io/Avoid Forgetting by Preserving Global Knowledge Gradients in Federated Learning with Non-IID Datahttps://abhijit4-debug.github.io/publication/fedproj-tmlr/Fri, 01 May 2026 00:00:00 +0000https://abhijit4-debug.github.io/publication/fedproj-tmlr/<p>Work on preserving global knowledge in non-IID federated learning through gradient-projection constraints.</p>Temporally Invertible Latent World Models via Flow Matchinghttps://abhijit4-debug.github.io/project/world-models-flow-matching/Sun, 01 Mar 2026 00:00:00 +0000https://abhijit4-debug.github.io/project/world-models-flow-matching/<ul> <li>Introduced temporal cycle consistency in ODE dynamics.</li> <li>Improved H16 cosine similarity from 0.247 to 0.87.</li> <li>Enabled reverse goal-conditioned planning with 67% success versus 0% baseline.</li> </ul>From Thoughts to Trees: Multi-Path Reasoning and Tool Integration in LLMshttps://abhijit4-debug.github.io/project/llm-reasoning-trees/Sat, 01 Nov 2025 00:00:00 +0000https://abhijit4-debug.github.io/project/llm-reasoning-trees/<ul> <li>Delivered 12-18% accuracy improvement over CoT and ReAct on GSM8K, ARC, and LogiQA.</li> <li>Added parallel branch scoring and pruning.</li> <li>Reduced incorrect tool calls by 25%.</li> </ul>Flotilla: A Scalable, Modular and Resilient Federated Learning Framework for Heterogeneous Resourceshttps://abhijit4-debug.github.io/publication/flotilla-jpdc/Mon, 01 Sep 2025 00:00:00 +0000https://abhijit4-debug.github.io/publication/flotilla-jpdc/<p>I contributed to the design and development of Flotilla, especially around systems architecture, reliability, and large-scale deployment validation.</p>A Personalized Federated Hypernetworks Based Aggregation Approach for Intrusion Detection Systemshttps://abhijit4-debug.github.io/publication/hypernetworks-ids-scientific-reports/Fri, 01 Aug 2025 00:00:00 +0000https://abhijit4-debug.github.io/publication/hypernetworks-ids-scientific-reports/<p>Publication on personalized federated aggregation strategies for intrusion detection systems.</p>Basic Probabilistics of Diffusion Modelshttps://abhijit4-debug.github.io/project/diffusion-model-probabilistics/Wed, 01 Jan 2025 00:00:00 +0000https://abhijit4-debug.github.io/project/diffusion-model-probabilistics/<ul> <li>Proved the optimal denoiser as conditional expectation.</li> <li>Derived the transport equation via characteristic function analysis.</li> </ul>FedCure: A Heterogeneity-Aware Personalized Federated Learning Framework for Intelligent Healthcare in IoMThttps://abhijit4-debug.github.io/publication/fedcure-ieee-access/Mon, 01 Jan 2024 00:00:00 +0000https://abhijit4-debug.github.io/publication/fedcure-ieee-access/<p>Publication on personalized federated learning for intelligent healthcare in IoMT settings.</p>Privacy-Preserving Content Moderation via Federated MapReducehttps://abhijit4-debug.github.io/project/privacy-preserving-content-moderation/Fri, 01 Sep 2023 00:00:00 +0000https://abhijit4-debug.github.io/project/privacy-preserving-content-moderation/<ul> <li>Reduced training time by 40% across 100+ federated nodes.</li> <li>Supported real-time processing while preserving data privacy.</li> </ul>