Sham Satish Thakare — Publications

Sham Satish Thakare

Falsifies token-predictive entropy as an uncertainty proxy in LM RLVR. Demonstrates that predictive entropy correlates strongly with sequence length ($r = +0.486$), causing uncertainty-weighted GRPO to systematically misallocate credit on valid multi-step derivations.

Sham Satish Thakare

Formulates failure-domain aware latency profiling algorithms in C++20 Raft consensus clusters (quorumshift), eliminating tail latency spikes under asymmetric network fault injection and non-uniform round-trip delays.

Sham Satish Thakare

Presents layered runtime boundary enforcement and deterministic state-interception architectures for autonomous LLM tool executions in high-stakes healthcare-commerce workflows.

Sham Satish Thakare

Formulates state-contrast continuation evaluation ($D_{\text{recovery}} = -0.1100$) measuring error recovery under frozen structural covariates across reasoning model rollouts, preventing confounding between generative capacity and recovery resilience.

Sham Satish Thakare

Evaluates neural reasoning continuation state matching under verifier perturbations and structural covariate controls, establishing empirical bounds on reasoning recovery dynamics.

Sham Satish Thakare

Theoretical and empirical characterization of compute Pareto frontiers comparing test-time guided search versus amortized post-training reinforcement learning on complex reasoning graphs.

Sham Satish Thakare

Diagnoses parameter plasticity and representation collapse across model checkpoints, establishing diagnostic probes for RL fine-tuning stability.

Sham Satish Thakare

Zero-knowledge memory attestation proofs and adaptive Path ORAM tree rebalancing for hardware-enclave environments under speculative and memory access attacks.

Sham Satish Thakare

Formulates topological causal discovery over distributed tracing graphs, isolating anomalous propagation paths with statistical guarantees.