Research

Precision-Controlled Dynamical Systems for Associative Memory

MetaCognition Preprint

Associative memory · Dynamical systems · Precision control

The Dynamics of Memory: Replay, Diffusion, and Attractor Formation

Priyam Ghosh, Krish Jaiswal, Sauhard Gupta ( MetaCognition )

Selected — 18th IEEE ICACI (Oral)

Selected — 7th International Conference of Mathematics for Neuroscience and AI, 2026, Rome

Memory replay · Semantic diffusion · Attractor dynamics

Differential Memory Decay: A Continuous-Time Model of Forgetting and Semantic Drift

Priyam Ghosh, Krish Jaiswal, Sauhard Gupta ( MetaCognition )

ICLR Workshop Submission 2026

Forgetting · Continuous-time models · Semantic drift

An Energy-Based Self-Learning Engine for Neuro-Symbolic Scientific Reasoning

Ananta Research

ICLR Workshop Submission 2026

Energy-based models · Neuro-symbolic reasoning · Scientific discovery

A Critical Analysis of the Proposed Recursive Logic Subsystem for Self-Learning LLMs in Scientific Discovery

Ananta Research

ResearchGate

Recursive logic · Formal verification · Self-learning LLMs

Bridging the Semantic Gap: A Hybrid Math-Text Tokenizer for Enhanced Logical Reasoning in Large Language Models

Ananta Research

ResearchGate

Tokenization · Mathematical reasoning · Large language models

Ananta: A Self-Learning LLM for Symbolic and Scientific Reasoning

Ananta Research

ResearchGate

Self-learning · Symbolic reasoning · Scientific reasoning

Explicit Temporal Attention in Video Diffusion Models

Priyam Ghosh

CVPRW 2024

Temporal attention · Video diffusion · Video generation

Developing an Autonomous System for Identification and Removal of Microplastic from Water Bodies (M2D2)

Priyam Ghosh, Siddhant Shivam ( Elysium )

Earth Prize 2022, Global Talent Week 2022

Microplastics · Autonomous systems · Holographic imaging